{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "velvet-korean",
   "metadata": {},
   "source": [
    "### Pie chart with plotly express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "grand-cheat",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.gapminder().query(\"year == 2007\").query(\"continent == 'Europe'\")\n",
    "df.loc[df['pop'] < 2.e6, 'country'] = 'Other countries' # Represent only large countries\n",
    "fig = px.pie(df, values='pop', names='country', title='Population of European continent')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "caroline-module",
   "metadata": {},
   "source": [
    "### Setting the color of pie sectors with px.pie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "reserved-latino",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.pie(df, values='tip', names='day', color_discrete_sequence=px.colors.sequential.RdBu)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "reported-remainder",
   "metadata": {},
   "source": [
    "### Using an explicit mapping for discrete colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "occupied-postcard",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.pie(df, values='tip', names='day', color='day',\n",
    "             color_discrete_map={'Thur':'lightcyan',\n",
    "                                 'Fri':'cyan',\n",
    "                                 'Sat':'royalblue',\n",
    "                                 'Sun':'darkblue'})\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "individual-notification",
   "metadata": {},
   "source": [
    "### Customizing a pie chart created with px.pie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "nominated-optics",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.gapminder().query(\"year == 2007\").query(\"continent == 'Americas'\")\n",
    "fig = px.pie(df, values='pop', names='country',\n",
    "             title='Population of American continent',\n",
    "             hover_data=['lifeExp'], labels={'lifeExp':'life expectancy'})\n",
    "fig.update_traces(textposition='inside', textinfo='percent+label')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "skilled-implement",
   "metadata": {},
   "source": [
    "### Styled Pie Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "wicked-stand",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "colors = ['gold', 'mediumturquoise', 'darkorange', 'lightgreen']\n",
    "\n",
    "fig = go.Figure(data=[go.Pie(labels=['Oxygen','Hydrogen','Carbon_Dioxide','Nitrogen'],\n",
    "                             values=[4500,2500,1053,500])])\n",
    "fig.update_traces(hoverinfo='label+percent', textinfo='value', textfont_size=20,\n",
    "                  marker=dict(colors=colors, line=dict(color='#000000', width=2)))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "alpine-settlement",
   "metadata": {},
   "source": [
    "### Donut Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "historical-tackle",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9egTNp2AMRMEbDMocgwRIgARIgARIAMEUvKfP5mLI6OnYuHlXOfm+V3TDxJF3ISE+1u9oeBOMaoyu3bAF02Yt9Ch03b3uOqaY25hJszHygVvQpGGGmmHL21Dw+oSLjUmABEiABEiABEjANwKhELwjBg9A5w4tIGcv69RKc5vdVDuTQAXvouWrsHrdnx6Ft6uYlYV7g4xa5X2qEs3e5kLBqzbSbEcCJEACJEACJEACfhAIpeAV7rqKTdcs8NwZoyVxLLd9Ysqc8lmK18QzaNjk8p95yxjLZQui8d239pFEthhfaVP+uRKlLMxv6tdT8mXn3kNY/PkPyCsowsD+V0oZXWFnz/4j5cLd3VjK+SYnJ2LB4m8kP+RHLmlwlwl/atRdLGnwY32zCwmQAAmQAAmQAAmEpKTBNcMr16fKQm9Av56SuBPCcuor7yP7sXtx6kxu+b9Ffa14bcfuA7imZxeoyfAqhbUIu6iLlTPLVWV4ZaEqC1rRXjzi/3fv2k4SwcKHRpl1JL+rGksIbKWQV/rvmvVmDS/fpCRAAiRAAiRAAiQQIIFQZHiVNbxK4edaFqDMrIppjsmejVlTRlSqka1K8LoTjcqxvv3xN68lDWJs0f6DJSulEoa3P/wCV3TvhFOnz+H7X/7Anbf0Lq/fzaidXmmTWVVjKf0XQn5s9mw8M+ZeaZ4UvAEucHYnARIgARIgARIggVAIXjnD6ypUhTBUlifI0ZFFsbL8QHmaglrBK5ckCLvK7LEawSvX8YoSBCF8xzw0UMo6z1/0Nfr36Y6X5nwsZaLj4+IkwevLWK6CV85qi0w2BS/foyRAAiRAAiRAAiQQIIFQCl65hEEWwMosalWnNihFolrBqzzaq6qsqytWWXi2a9UEBYVFuO//+klidOrM95HVoC6OnTgt1e/6k01mhjfARczuJEACJEACJEACJOCNQCgFr1wqIJcqpFVPkY4tk2t45deV/ssb2JQiUW0N7sIlK6Wjx+QsrC81vMIHOcOs3EAmb05T/ky082UsdzW8sjgXmejBo6bhgTuu56Y1vpVJgARIgARIgARIwB8CoRa8spB8Zd5iqT5XFr1yna9cuiDKB4TwO3z0pDRN5WkMylMNfD2lQR7f27FkMle55MK17thdbXFVpzQozx52zVDLIlfMVWyKE8/Vl11IwevPAmcfEiABEiABEiABEgim4CVtElAS4E1rXA8kQAIkQAIkQAJBIXD6DLDqZ7vqsdKqm9D9IrPq9mxIAp4IUPBybZAACZAACZAACZAACUQ0AQreiA4vJ0cCJEACJEACJEACJEDByzVAAiRAAiRAAiRAAiQQ0QQoeCM6vJwcCZAACZAACZAACZAABS/XAAmQAAmQAAmQAAmQQEQToOCN6PByciRAAiRAAiRAAiRAAhS8XAMkQAIkQAIkQAJBIeA8eQzFK5aoHsucXhuxva5T3Z4NScATAQperg0SIAESIAESIIGgELBvy0Hu4/erHsvSrDVSnp6luj0bkgAFL9cACZAACZAACZBASAkEU/CKK3PHZs/GM2PuRZOGGeXzdr1ad9HyVXhiypwKXJTX+YYUGAfXjAAzvJqhpCESIAESIAESIAFvBIwmeNdu2IJpsxZi5uThqJGaIrkuhPKK79fhvv/rx2BGEAEK3ggKJqdCAiRAAiRAAkYmYDTB65rtNTI7+hYYAQrewPixNwmQAAmQAAmQgEoCRhO8cjkDSxhUBjCMm1HwhnHw6DoJkAAJkAAJhBMBowlewc61hrdty6wKJQ7hxJe+eiZAwcvVQQIkQAIkQAIkEBQCRhG8jTLroH+fHpXmXFhUgvFTyzawTRx5FxLiY4PChYPoT4CCV3/GHIEESIAESIAESABAMAXv6bO5GDNpNkY+cEv5KQ2yoO3WqZVbwSuC5G4jG4MX/gQoeMM/hpwBCZAACZAACYQFgWAKXgFEbEo7cuxUebZWiNkx2bMxa8oISQSL17t3bYfOHVqU8+NGtrBYSj47ScHrMzJ2IAESIAESIAES8IdAsAWvnNFdtmK15G7d2jXLxa6czR00bHKFqdx9ax88PHiAP9NjHwMToOA1cHDoGgmQAAmQAAlEEoFgC95IYse5BEaAgjcwfuxNAiRAAiRAAiSgkoDz5DEUr1iisjVgTq+N2F7XqW7PhiTgiQAFL9cGCZAACZAACZAACZBARBOg4I3o8HJyJEACJEACJEACJEACFLxcAyRAAiRAAiRAAiRAAhFNgII3osPLyZEACZAACZAACZAACVDwcg2QAAmQAAmQAAmQAAlENAEK3ogOLydHAiRAAiRAAiRAAiRAwcs1QAIkQAIkQAIkEBQCB0rz8PrxzarHyoxNxt3pLVW3Z0MS8ESAgpdrgwRIgARIgARIICgEfs4/gou3fKx6rIuSauOnFv1Vt/e1obdrhMU1xNNmLcTMycNRIzXFV9NsbzACFLwGCwjdIQESIAESIIFIJRAKwSuEq/L6YOX1whS8kbrSKs+Lgjd6Ys2ZkgAJkAAJkEBICQRb8C5avgqvzFuMWVNGoEnDDGnuO/ceworv1+G+/+sHb4I3pKA4uOYEKHg1R0qDJEACJEACJEAC7ggEU/CePpuLIaOnY8TgAejcoYXbgAjBm1dQhLy8AixbsRrK7K+ypEF0Frauu/IizF34OQ4fPYm+V3TDxJF3ISE+VrItbL3x3nLp30o7XAnGIEDBa4w40AsSIAESIAESiHgCwRS8ampwhUhd/s0v5RlgkRFeve5PScjmbNlVXsMrC94GGbWk18QzfuocdOvUCv379IAQ18tXrMbA/leVi98jx05VEMQRH1yDT5CC1+ABonskQAIkQAIkECkEgi14P1iy0qvodC1pECJZ7uNO8CqzxaJvo8w6kuB1fdSI7UiJabjMg4I3XCJFP0mABEiABEggzAkEW/BWdcqCloLXdXNc25ZZPOHBQOuVgtdAwaArJEACJEACJBDJBIIpeNXW8AreDw8eIGH3N8Mr+o3Jnl1eGsEMr/FWMQWv8WJCj0iABEiABEggIgkEU/AKgL6e0hCI4FVmk8W4C5esZIbXQKuYgtdAwaArJEACJEACJBDJBIIteOWsrdpzeP0VvIVFJdImNnHSg3gu7dIWZ3PzKXgNtJgpeA0UDLpCAiRAAiRAApFMIBSCN5J5cm7qCVDwqmfFliRAAiRAAiRAAgEQOFCah9ePb1ZtITM2GXent1Tdng1JwBMBCl6uDRIgARIgARIgARIggYgmQMEb0eHl5EiABEiABEiABEiABCh4uQYMS8CZexbO/Dw4C8T/8uEsyC37r/hZofhv7l+v56MgPh1vmYYiJgaIsQIxMSbp31bxbysQFwckJZpQM82E9DSg9nkmxJbdBsmHBEhARwIFJ4GCU06UFgClRU7YCsV/AZv4d9Hf/xY/axEzH4n5m4H4BJjiE2GS/vvX/xISAflnScmw1MqAKb22jp7TNAmQQCQRoOCNpGiG6VycZ0/DvnsrbLu3w75nO+y7t8Fx5IBPsylt2BpjSl7yqU9CAlCzhgnpNcsEcJ1aJjRpZEJGXZNPdtiYBKKZQEkekH/C+df/gPzjzrL/iZ+dBJx29XS61piGlL1L1XdITIKlfmNYGmSV/TdT/C8Lpupp6m2wJQmQQFQQoOCNijAbZJJOJxxHD0qC1r57O2xC3O7ZBueZUwE76I/g9TRoQjzQuGGZ+G3S2Cz9OykxYBdpgAQigkD+MeDYVgeOb3Xi+FYHCk9rN62uadOQsscHwethaFNyiiSAzQ2yYM1qgZhOl8CUWkM7R2mJBEgg7AhQ8IZdyMLM4dISlP6+BqVrv0fpuh/hPHdGlwloKXjdOVi3NtCimRltWpjRshnLIXQJIo0akkDeMUjC9vgWJ45v01bguk7Y5wyvD8TMmY0R074LYtp1hrVVRyA2zofebEoCJBDuBCh4wz2CBvTfmZeL0l+/LxO5v68BSop191JvwaucgNUCNGtqQrvWZrRtZUbt83SfHgcggaASyD8B7P3ZgX2r7cg7Gryh9RS8FWZhjYG1RVtY23WWBLClcXPAxFKmYERafCOwe5X6OpeENBMadzcHwzWOEeEEKHgjPMDBmp7zxFGUrF6J0rWrYNu6EXA4gjW0NE4wBa/rxGqmAe3bmNGtkxlZjfhHM6iB52CaESjJB/b9IkSuA6d2OTWz64uhoAleF6dMaemI69Ebsb36wlynvi8us62PBE7udOLbbJvqXmlZJvR6zKq6PRsGTuD5WQslIw8PHhC4MQNZoOA1UDDCzRX7zi1SFrfk1+/h2LcrpO6HUvAqJy42vPW4yIyLOptZ9xvSFcHB1RCwlwAHfysTuUc3OeEM7ufUSi6GSvAqHbE0a4O4nn0Qe8mVgDgZgo+mBIIpeE+fzcWQ0dOxcXPFv099r+iGiSPvQkJ85B3VI895xOAB6NyhRXnsFi1fhdXr/lQ1bwpeTZc8jYUtAYcdJT98haJP5sNxYLdhpmEUwSsDsViAju3MkvgVNb/8ttQwS4WOADj2pxN7fnRIYleIXqM83dKmIVmDTWuazCc2FrFdeiK2Z29Y217IkgdNoAKhELyu4k+jqRjSjBaC15AT08ApZng1gBgVJkpKUPzNEhR/+i4cJ4JY1KcSrtEEr9LtWucBva+w4OIuZgghzIcEQkLACexf68CW5Q6cPRCakoWq5m2EDK87H8V5v3E9rkXs5X1hrp1R1TT4uhcCRhK8rpnMtRu24IMlK6UsaFFxsZQdvu7KizB34efSjGZNGYG06ikVssZzZ4wuz6QKe3kFRcjLK8CyFatRt3ZNqU+ThmVrxjXjrOwrMrBPTJlTTs4Xu0rcagTvoaMnMDZ7Nq676mJkvzhf6n73rX3KSxhcuezcewiDR03D4aMnK8xJHktmJF43cvacgpe/mrwSEJc+FH/+EYqXf6DbCQtahMDIgleeX/VU4JrLLehxiRlxkfdNmhZhpA0dCIhzcHf/4MDWL+wQR4oZ+TGq4FUyi+l6GRJuHQxzRgMjozSsb+EmeBtk1CovAygsKsH4qXPQrVMr9O/TA7IQzB5zryR6hVBc/s0v5SJXWUYgC+gB/XqW9536yvvIfuxexMfF4aNl3+HGvpdJZRai38IlKzFz8nDUSE3xate1LEOt4BUCtk+vrpLIde2jFLyur4kPBWOyZ1cQ/zIjseiUfIy2CCl4jRYRg/gjzsYtWvo+ir/8BCgqMIhXnt0IB8Erey/O9O3Vw4wrL7OwztfwKyt8HbQXAztXOrDtSzuKzobHPMJB8EokTSbEXnIV4m+5B+ZazPj6srpCIXg91fDOnPeJ5Lq8OctdhldZDiEErsiMPjPm3vKsrVIcusuMyu1PnT6HabMWlotYWTzf1K9nhVpb4Y/rON4y0f4KXuU8XH1RjieYuPNbiP7LL+koZbuVjETfRpl1JFFvtIeC12gRCbE/jmOHpPrckpXLAVtpiL1RP3w4CV55VuJq48suNuPaKyxIraZ+rmxJAt4IiNMWtn9lx45vHNJ1vuH0hI3glaGaLVKNb8KAu2FK4/mEatZaKASvpxpeNSUNroJXzsqKzKt4RDZ2z/4jkmh2tSeyo2MmzcbIB26BELyDhk2uhEguXVCWDYhGynIIrQSv7KeroK5K8MplHrK4lkUtBa+aFc82hiPgPHkMBfNnovSHrwznmxqHShu0xphS364WVmM3GG3Eub7XXmlG36ssiIkJxogcIxIJiNKF7V878Oendtj0P/paF4RhJ3hlClYr4q74B+L/dSdvdKtiZYS74A0kw+sqHGVUrqURgWR4PWWOlaLZV8HLDK8uv+5oNOgEHA4Uf/YhChfMBooKgz68VgOGY4bXde41awC39LeiYzue5avVuogWO8c2O7D+bTvErWjh/ISt4JWhx8Yi7ur+iO9/O0zJ/NrG3Vo0kuBV1tgKX0X9qXiUm9aUGV5ZTNaplSZldN3V8Ir+comEu1pYuYZXtBPlAuJJq1GtQqmEsk5WbPLnVqcAACAASURBVHjzJcMr7LnWAFclqL1leOUaXtlvdzW8LGkI59+6UeK7fd9OFLz4FOx7d4T9jCNB8MpBaHG+CbffYkGtdArfsF+YOk+g4CTw27s2HP7dmKcu+Dr9sBe8f03YlJiMhDuGSqc68KlIIBSC11MNryxy5RMVBg24Fn/8udOj4BXtvZ20IITpG+8tL5+w64kFrn3btsyqsDFN7tu2RWPJhlwr7KvgFX1dfVGe+uBLhlfYquqUBgpevsuNS6CkGIULXkfxsoWAQ/0Vj8adUGhvWtODizi+7OrLzeh3jQWi1pcPCSgJiLNzNy+zY9sXDjjUX1pleIiRInhl0OL83sQhY2BOr2149sFyMJiCN1hzkseJ1Asbgs1Rr/G4aU0vsga1W/r7GhTMehbiKuBIeiIpw6uMi7i2eMhdVjTKZLY3ktZrIHM59JtTyuoWng7EijH7GuriCa0QxSci8d8PIPaqG7SyGNZ2xLrdvUp9oiUhzYTG3c1hMWcKXmOHiYLX2PHRzDvn2dMoeHMGSn9aoZlNIxmKVMErGJvNwA19LOh9pZk3thlp0QXZF0cpsO5tO/b+FOL7f3Wcd6RleJWorK06IvGBx2CuVVdHgjRNAiTgiQAFbxSsjZIVS1D4zitw5udG7GwjWfDKQWve1IR7b7egeiqzvRG7kD1M7OxBJ35+xYa8yPpiptJsI1nwSpONi0fCwCGIu6Y/ryqOtjcx5xtyAhS8IQ+Bfg44i4uQ/8IE2H79Qb9BDGI5GgSvQJ2YANzzbwvatQ6Pr/gMsjzC2o1dKx3Y8L49omp1PQWka9o0pOxZGtbxUuO8pUU7JA97Eqa0dDXN2YYESEADAhS8GkA0ognHiaPIy34Ejv27jeie5j5Fi+CVwV3e3Yybb7DAatUcJQ0ahICtyIk1r9txaENknMCgBmvEZ3gVEEzVqiNp9FRYm7ZUg4ZtSIAEAiRAwRsgQCN2t23diPxnH4Uz75wR3dPFp2gTvAJiw/rAQ4OtSK3GEgddFlUIjZ7e48TPM20Qx45F0xNNgleKq8Uq1fXGdr86msLMuZJASAhQ8IYEu36DFn+7DIWzpkTMcWNqSUWj4BVsqqcC/x1sRWY9il61a8Xo7cRRYxsX2SFuTou2J+oE718BjvvHbUi47f6yHap8SIAEdCFAwasL1hAYddhROGcGir/8OASDh37IaBW8gnxsDDB4kAXt2/CPZehXov8eOJ1lJQz7f4meEgZXWtEqeAUHcWZv0ohnYEpM8n8RhUPPglPA9m/Ve5pYEzi/p/r2bEkCHghQ8EbA0nDknUP+1Mdg37whAmbj3xSiWfAKYiYTcGM/C669gqLXvxUU2l4OuxO/vGbHwXXRK3ZFBKJZ8Ir5m2vXQ9LYabDUqR/aBann6Me3A59NUD/CeU2B3hPVtw9hS9cbzELoisehldcpJ8Tre6uRuIZ42qyF5bfJhZoHBW+oIxDg+PaDe5E/aQQcx48EaCm8u0e74JWjd1FnE+641QKrhSUO4bKiHTYnfnzJjqM50S12KXj/WrEJiUh+9FmIc3sj8gmi4HW9ylfwdL3uV0vGegpeIR4HDZtcwd26tWti1pQRaNIwQ/U09BK8MmvlNcMUvKrDwoZVEShd/zPyp48Digurahrxr1Pw/h3iVs1NeGgwRW84LHp7iRM//M+O41sodil4FSvWbEHSqMmIueCicFjGvvkYAsEri7DCohKMnzoHdWql4eHBA3zzO8SttRKPwRS8IUZWaXhmeI0WEZX+lK5ZhfxpYwEn/1AKZBS8FReOEL1D77MgxspMr8q3VNCb2YqdWDXNjlO7+B6W4Ud7SUOFRWixImnMVMS06xz0tanrgCEUvGJeSsFXVFyMIaOnQ5mVFNcDN8qsg/59esA1Q6zMDot2b7y3XEIlZ1rFv8dmz8YzY+6Vsq7e+st+JCcnYsHibyQ7c2eMRucOLdzi9yZ4ZSG/bMVqqe9To+6S/Jcfpa/iZ8p5uPoo+yBnq6+76mJkvzgfbVtmSaUJb77/WaV5i7m6jiF8yMyoVaGkwdNYwifRP6+gCHl5BRDz8Cd7XdW6peCtipABXy/9Yy3yJz0SdScxeAsFBW9lOuJmtmFDKHoN+BZGaaET3z1nw5m9RvQudD5R8Lqwj4lF8tjnYW3VIXRB0XrkEApeWRh269SqgqD1JHiV4ldgmL/oK/S5oht27D6ID5asxMSRd0HUwQoxKp60GtUqCF7550LEymJvQL+e0thC8D4xZU65yK0qg+vpddestRhnzKTZGPnALZLoFuMsXLKyvI7WneCXfRIid+or7yP7sXtx6kwuBo+ahj69upZnw4Xt5StWY2D/q6T5Cj5Hjp2SOLj78KD0OT4uTsquy+zFWMJ+9ph7JZEvbC3/5pfyEg09MtEUvFq/mXW2Z9u2CXkThwKlJTqPFF7mKXjdx0uI3v8OtiA2lpleo6xoewnw7WQbzuxjZtc1Jt3SpiE5Cm5a82ktxsYhedz/YG3W2qduhm0cAsG7cfOuchzKLKq7ulNZ5Pbu1c1j+YOriJSNV1XDK2yLR5RTuAo6pdiskZpSKXzuanhFFrV966YVRLYsREWWWp6DLDLFa8pxc7bsqpCBlcXzTf16VhLv7taTUtCK112z5crXhYBWZr9lP2UeSjbiZ6Kv8kOFFuuZglcLikGyYd+7A7mPD2HNrhveFLyeF2GTRiaM+A9Fb5Depl6HEacxfP+8Hce3Uuy6A8UMr4flE5eA5Ikvwprl/utuI6xt1T6EQPDKGVxXUeVN8LoraVCWCii/wpdLBA4dPeFW1MmlD4LR3bf28VvwujvxQM6UHj5a8ZYa4asseIWAlUslXAWv60Y44aP4UOCarZbj6yq85VIHNYJXzh7Lgl74smf/EYkHBa/qd1DkN7Qf3o+8x+6DMz838ifrxwwpeL1DE6J3+AMWxMcx0+vH8tKkizhnd/VMOw6up9j1BJSC18tSS0hCypMvw9KwqSbrMWRGQih4XQVuVYJXychT9lZZJuGabVV+5S9KHwLN8HoSvK5CUvbbtYRD/NxV8HrKorqbrxC7Y7Jnl5cdMMMbsndR5A7sOHEUuULsnomye0Z9CCkFb9WwmjUx4ZEHLTCbKXqrpqV9i/Vv27HrO4f2hiPIIgWv92CaklKQ/NRMWOo3Ct+oh1DwCmhK0ZZRO91tXekDd1wvZUc/WvYdbux7mVSnqxSAO3YfQNPG9aUa2aoErxhTZDBda239KWlwJ3jdnTwhfBU+XtOzSwWBK3wRdbTiUdbdyjW8Mh/xX3cZXtc6YmVph2uNrmxL9ll+XT4hw10Nr8xK7suShvB9m/vlueP0CeQ9PgSO44f96h8tnSh41UX6ki4m3DnQqq4xW2lGYPNSBzZ9EoV3BftIsGva80jZs8THXtHV3FStOlKefhXmcL2cIsSCV85yvjJvsZSpFI/YPCVKAkRpgjg1oU3zRtLGMteTB+T6X9ev9eUyBdesqLLcQJw6kF6jGrp0bKlpSYPw3/WUBuUJB8rXxM97dGsvnYQgb7hzPTlBLlFwV3PrOs6lXdribG5++YY4JRd/Tmmg4I2u32UVZituUBNlDI4jB4JOYY/NhNcLYvBIcgmqu1zeJV57MjcWuTAjBQ6MSylBI6sTZxzAhNw4HHSYUc/swISU4vK+y4ssOGg3496kUl3mQsGrHuuAGyy4+nLeyKaeWGAt9/zowK9vUuyqocgMrxpK4ka2DKRMnQtTfKK6DkZqFUTBa6Rp05fQE+CmtdDHwK0HzqICaYOaY9/OoHroTbQKR4TYnZ4fi+FJZSJX+QhRK54+8XYo/y1szsyPxZCkyuJZq8lR8KonKa4hHna/Ba1bUPSqp+Zfy8O/O6Rb1MCyXVUAKXhVYZIaWTtehKTRU2ASb+hwegpOAdu/Ve9xYk3g/J7q27MlCXggQMFr0KWRl/0IbL+VHSIdisddhrfICUzPi0XveBs6xFSuRZydH4POsXbptQ2lZqwtsUgZXaX41WsuFLy+kY2NBcYMsyKzXpj9sfRtmiFtfe6wE19PtMFhC6kbYTU4Ba9v4YofcA/i/zXIt05sTQJRSoCC14CBL/7yYxS+Pi2knrkTvMrsr+zcBVY7hieXIN6ECsJWFrkXx9p1z+4KXyh4fV8u1VKA8aOsSK1G0es7Pe89bEVOfDXRhvzjWluObHsUvL7HN+nx6ZF3G5vvGNiDBKokQMFbJaLgNrDv343c0XeH/GIJd4LX9Wdyxjfd7JQyue7KIX4qKStzaGV1lNf9KkWyVnQpeP0j2bihCWOG8eQG/+h57vXDCzYc2cg6Bl+5UvD6SgxAQhKqTXsL5vTafnRmFxKIHgIUvAaKtbOkGLmP3BGSTWquGNQIXtFHlC7MLYipsEFNtqWs3f2g8O9yB1H6UM/ikGp9tXooeP0n2e8aM67vU/bBhE/gBLZ96cAfC7Vb24F7FD4WKHj9i5U5Mwspk16DKS7ePwPsRQJRQICC10BBLnh1Mkq+WWoIjzyVNDyXF4t7EkvLN6wJwftZkbW8rEHpvFzW0CvOXqH2V4+aXgpe/5eN2PMy8kELmjXlJjb/KZb1PLnTgW8nc5OavxwpeP0lB8R06YGkRyb5b4A9SSDCCVDwGiTAJWu+Q8FzYw3iTdlpDO6OJRPZ2RMOkyRwxSM2sbWPsVfK1rqezKDc0MYMr2HCXO6IqOd96jErkhJZz+tvdErynfjicRuKeRmivwhBwes3Oqljwu1DEXfdzYEZYW8SiFACFLwGCKzj5DGcGz4QKCoMuTfuNqZdHWsrPz9Xrttdbyv7Clz5mtJ5pcAVP1faZQ1vyMPs1oG2rUz472BeSuFPdJwOJ76baseJ7azb9Yef3IeCNxB6AMwWpEx5E5YGWQEa0q/7oVIn3j2t/jz2jBgTbqsRo59DtBw1BCh4Qxxqp90m3aRm37k5xJ6E9/AsadAmfgNvsuDyS1na4CvNnEV2bFnOa4N95ebanoI3UIKApXFzJE9+3bDn8/5a4MA/dhWonminRDOWZBn/gg1xK5t4xDXCrlfwqp4sG+pKgIJXV7xVGy9891UUf/JO1Q3ZwisBCl5tFojVCowbaUVGHZY2qCV6ao8D3zzNTWpqeXlrR8GrBUUg4c5hiOv9L22MaWwlmILX9dpcMRX56twaqSmazoyCV1Ocuhij4NUFqzqjpRt/Rf5Tw9Q1ZisK3iCtgUYNTHh8BEsb1OB2Op34aoIN5w6qac02VRGg4K2KkMrX4xJQbcZ8mGvWUtkheM1CIXhHDB6Azh1aSJNUClO9Zs0Mr15kA7NLwRsYP797lzoduGLTh3jkh9/R45vv/LbDjmUEmOHVdiXceZsFl3RlaUNVVHd958D6t7XP7u4vXIflx54oH75BQmdcmT4GMeayY6e+P/kS/sxbXsG9i2sMRttq16PAfhpLjozGGdt+VLdmol+dyUi01JDabjy3GGdK96N7zQermlpIXqfg1Q67tX0XJI99XjuDGlkKteBdtHwVVq/7ExNH3oWi4mIMGT0d1115EeYu/Fya4awpI/D7ph14Ysqc8hnPnTFaEsxCyA4aNrkCib5XdJNszZz3ifRzljRotFB0MEPBqwNUNSanHt2AUQd+lprebE/GpLc+RtqxY2q6so0bAhS82i6L5CRg8jgr4sUVenzcEigpcOKzR20o1WGvqRCm1WPqIzOhE0odRfj6RDaSLeeVC1UheMXjTriKvuIR4lf5byGEvzs5A5fVHFYugI0WWgpebSOSNPxJxFzUS1ujAVoLteAVGd5GmXXQv08PyCUPDTJqSaI1IT4WhUUl+GjZd7ix72XS/xcCeeGSlZg5eTiUZRByXzl7zJKGABdGELpT8AYBsusQp23FaLjxbeQ6/t6pmmaOxaSdZ3Dzwo9D4FH4D0nBq30ML+9uxsB/8UIKT2TXzbNj9/fB2agmhOuBovXlWV5vgle81ijxIkksi0zxnoKfJWGsFL/arxZtLFLwasNRtmJKTZNKG0xJ2tarBuJlKATvxs27Krj81Ki7KgheZcmD69x27j2Esdmz8cyYe9GkYYb0shDF46fOQZ1aaVJGVzwUvIGsiuD0peANDucKowzd9z1eOp7jduRLzCl4ecGXaLir4hs0BG6G1ZAUvPqEa/woKzLrMcvrSjfYG9VcBa5rSYNcziD8dJfhbZLUw/DZXeG7kQWvOGrxy5K/a9vvTCgpP39cXKbzZmFspTeh3Eaca/5kbixyYYbrsYx6nEuudCT2in5IHPyoPr8g/LAaCsGrFLTKzGzTxvWkkgZXwStE7uBR03D46ElphnVr15RKHWTBqyyLEFlgCl4/FkIIulDwBhn6jqKzaL7pPTjg+bzOeJMFY044MWTe+4gpVX9eYZCnYqjhKHj1CQc3sFXmGuyNaiJL+9Op1yrU4iq9OlG8C8uOPYZe6SOlrK67Gt6d+avK/nDHtZXaFjnOwbUuWJ8V5JvVrmnPI2XPEt86BaG1OH/87YIY3JRQiurmsot5hIB9KLkUHWIqZ/nFuePKWyldL97pHGuX+gk7i4usGJxUCj2rh1KefAWWFu2CQKrqIUIteGVxKsoaLr+kYyXBK4vd7DH3SnW7rhleTxvSmOGtOvahbkHBG+QI3LDzMyw+s0fVqC0sSXj1i7Vov+43Ve2juREFr37RH3SbBZdyA1s5YL02qrmLoBC735yYir61JiE9zvNlAiLjWz0mU6rbdX2UtbvrzswvL3fw1ke/1eTdspEzvErP5Qt43N0yKdqJjO9Bu1m6sEe0nZUfg+vjbdKV7Mqr1V0v6NGLu6VZG6Q8/ape5n2yG2rBW1WG153AHZM9W8rwplVPcZsRlkW0+C83rfm0HILamII3iLhX5x3FRVsX+TSi2Cc/uCABj89diMTccz71jabGFLz6RTu1GvDseCusVpY2OGxOLH3EhpI8/XjLltWKXdHem3iVSxxaJF8jbX5rk/IPKRNsxJrecBG88s2RgxIrZ3hds7siPu4yvNVNzqBkd+X1lPzEDFjbXqj/wq1ihFAIXtcaXvnUBdeNZ7LrIlv7xntlp6C0bdFY+q+o4XU9vUH8nKc0hHxJqXaAglc1qsAbdvzzA2woPOGXoXqWBMxYuwtXfvWNX/0jvRMFr74RFpvXxCa2aH+Cld31VsYgMrZbcr/ABdVvkcIhShq+PjEZV6aPrpQFdj2ZQbmhjRle/1ezELDiERlc10eZ3ZVfc1fDK0okRGmDJKby4qT/erqq3X9P/+5plCxvMAWvFtxoI3IIUPAGKZbvnNqGf+9eEfBo/R3JePadT5F++HDAtiLJAAWvvtEUWd4pE6ywWKI3y+t0OPHZGBsKyvax6Pq4O2c33lxNKm1IjcmQMrX7CteW+9Cn1lNS1tb1UQpc8ZqyvteQNbw1piFl71Jd2QZqXIjdEw4ThieXVKq7FcJ2en4shieVSOULnh65dveOxFLMKygrd6hjcWJ6Xix6x9vc1gUH6rfonzzhRVhbddTClN82DpU68e5p9XtTMmJMuK1G2QcMPiQQCAEK3kDoqexb7LCjcc47OFyq/v5wb6ZTzTF4ek8uBr6/CCan51+qKt2LiGYUvPqH8Y5bLOh+UfRmefevdeCXWdpfMqF/5MJnBKOXNHgTu4Kyt8yvMgpyiUMji8Pj5jY9omZtcwGSx/1PD9O0SQKGJ0DBG4QQzTq+CffvK9slreXTxZyCVz9cgcbbt2tpNixtUfDqH7a0GkD2E9Gb5f1yXCnOHdKfczSPYGTBW5WY9TW7K05mEI+8oS0YGV4xXvJTM2Ft3jaalxnnHqUEKHiDEPhWm97H5qLTuowUazJj1Ckzhs57H7HFxbqMEQ5GKXiDE6W7BlpwcZfoy/Ie3eTE99NtwYEcxaMYVfDKm9QOOiqufflMXREyUY7g6dQGOaSuJzaInyvre/Ws4ZV9sLbrjOTHp0fxKuPUo5UABa/Okf8h7zC6by27Y1vPp6klEbO+/g0XrPlVz2EMa5uCNzihqZUOPD3WCrM5ump5v5tqw/GtLB/Se5UZVfDqPe9g20+e/AasWc2DPSzHI4GQEqDg1Rn/bbu/wnundug8Spl5IUHuLkzA+Lc+QPKZs0EZMxSDWBo3gym1BkzxiTDFJ8CUkIiimln4wtYXeflAXr6z7L95TuTmA1Gc+NYlPA/dZ0W71tEjeE/vdWLFU8zuar2YzDFAQioQX92EePHfVBOapHyDmGMb4SzIg7MgH47cs7Dv3QEUF2k9fFTbs3bshuQxz0U1A04++ghQ8OoY81O2ItT6fS7sXm5V02P4upZ4PLfhAPos/0IP80G1aapZCzGtO8KS1QLWpi0hjtbx9SksArbvdGLbTge273Jizz4n7Nx75CvG8vbt25gw9N6/r1j121CYdPz5FRsOrmd2N5BwJaQBmReaUbu1GYlpJsRXB2IS1Ft0HDsE+54dkvi1/bkBtm05QGmJegNsWYlAtRcXwlw7g2RIIGoIUPDqGOpnDq/D44fW6DiCd9O9kYLpb3+K2ofCa6eNuW4mYrr0QGzXy2Bp2koXflt3OLFluwOrfnLgLO/z8JnxtKdiII4qi/RHHEG2/FH1RyhFOg9f5peWZUJGBzMy2ptQrZ723whIwjdnHUpWfQ7HMR7T6EtsRNv4fw1C/IB7fO0WePvTecAPm9TbqZECXKrP3wH1TrBlJBCg4NUpig6nE3X/mIdjtkKdRlBnNsVkxZMHi3DHOwsNf4RZbM/eiOtzMyyNmqqbnAat7A5g/e8OfLXSgV17mMVTi/SGvhZcd3Xkb17bvNSBTZ/w6wC16yKlLtDsKgvqdTIjNkltr8DbCfFb8u0ylPz8DVASvZt3fSFpSjsPqa9+7EsXbdruOgI8+4F6W1l1gEdvUt9e45ZrN2zBtFkLMXPycJw6k4ux2bOlW9eaNGR2XGPUupuj4NUJ8SdnduOfOz/XybrvZi+wpODVj1fi/M1bfO+sZw+zBbE9rkH8gLthTq+t50hV2halDkL4/vqbA0II8/FMQBxRJq4bNpm0z9wZifvy0aUo8O9yRCNNQ3dfktKB1jdY0KCruWwzQYgeZ14uij5+C8Wff8SSBxUxSJ7wEqytOqhoqWGTIApeIVYHDZssOV+3dk3MmjLCZ6FKwath7ENsioJXpwBcvX0Jvjp3QCfr/pmNMZnx8CkThs95B3G20Cu6mEuuRMLAISEXuq40jxx14o35duzey4yvt5X28ANWtGoeQnXj39tAdS9uVqsaVVw1oNV1FmRdZobJUnX7YLVwnjqBwgWzUfLdZ4Aj9L/rgjVvX8eJ7XUdEu8f7Wu3wNoHUfAKR5WCtUZqis++B9rf5wHZQTcCFLw6oN1ZfBZNc97VwbI2JhtbEjFz5UZ0/Wm1NgZ9tGJKr43EwY8ipn0XH3sGr7m4wO7rlQ4sWmZHKUs43YK/sKMZ9w8ykMrReHn8/r4d27+mWHKH1ZoANL/GgmZXm2GJ1Ri8hubse7aj4OVnyk564FOZQFwCUt9YClNsXPDohFjw7tx7SCpLuO6qi5H94nxp3nff2gcPDx5QzmDR8lV4Ysqc8v/ftmWW25IGYWvwqGk4fLTsvnFXO8GDypHUEKDgVUPJxzbD9/+IGcf+8LFX8JsPKknEk3M/QsrpU8EZ3GxBXN8BSLj5HiCYv2ADmN2x42XZ3p27me11xWgxA889ZUVKcuRleZ0OJ5Y8bENJXgCLJ0K7Vm8IXDLUioTqYRJ3hwPFyxagcMHrrO91syaT/jsB4tu2oD0GELxCpPbp1VUSuafP5mLI6OkYMXgAOndoIWWEx2TPLi9/8FbS8MXKNWjauL5UJiGL3+wx90p2+BiPAAWvDjE57/c3ccIWHudG1rbE4dlNx3D94qU6kPjbpCm5GpJGT4W1WWtdx9HL+NffOfD+Im5ecuV7+80W9Lg48javHc1x4vsZPHvXNd4Nuplw4SALzNYwEbuKCdgP7UN+9iNwHA2vU2v0+p0m27V26Ibkx4J4Jq8BBK9y41lhUQnGT52Dm/r1lITq87MWSmjkjK/aGl7ZTrdOrdC/Tw+9w0b7fhCg4PUDmrcuGwtPot2fZW+YcHquNKXghflLkbFf+7pjc8MmSB49FeaatcIJSSVfd+xyYPqrdl5koSDToa0JD94TeWfyrnndjn2rWc4gh1rU53a4xYIml4f3hxtxmUX+1DGwbVof1r+LNHXeZEa11xbDnFpDU7MejYWB4G2UWadctHoTvLLIXbbi7/LAp0bdRcEbnJXk8ygUvD4j897huaMbMPLAzxpbDY65JLMV4w+W4O75C2HW6GYGcZ5u4n8nwBRj4EI/H/AeOOTEtJdtyOVX3RK12FjghWwrYsIw4+cp7PZSJxYPtcHBBG9ZjJNFCYMFNZuEt9gtj7fDgcL3ZqF4cVn9Jh8g4fahiLvu5uCgCAPBK0BUleHNqJ0uZYbr1EqT2jLDG5zlE8goFLyB0HPT14inM/g6xfaWZMz89Ee0zMnxtWuF9rFX9JM2p0Xac+KkE1NfsuFkkEqfjc5v+BArWrcIv6+4PXE9tMGJn16i2hV8wq5e14c3S/GXH6Pw9Wk+9IjcptaW7ZE88eXgTNDggtf1VAZR4rBmw5ZKm9ZkwSuXMMi1wAP69WSGNzgryedRKHh9Rua5Q7HDjmobXkeJM/y/CrXChIfOxWDkvPcRX+D75Rkx3a9B4oOPR+w5redyyzK9B3nBE668zIxb+kfOaQ08naHsd5y4ROKKsVZY4yPnw4zrb2+K3r+ImC1IfevL4JzWEETB6+4cXjFjbzW84nUhct94b7kER5y84E7wio1qrvbTa1TDgH9cTsGroa7S0hQFr4Y0vzy3H9ds13fzl4buqjLVwJKAmT9sxsWrflTVXjSK6dwdiSOegckcIV+Beph5fr4T4ybbov5q4vNqAtnjYlSvD6M3/GqCDWcPRPepHDGJwFUTrEhMi1yxK6/Dkq8/RcFrU4y+LHX3L3n8p2RbUAAAIABJREFU/2BtfYHu4yCIglf/yXCEcCJAwathtEYc+AnPH/1dQ4vGMTXQloRn5i1C6gnv105ZO3ZD0qjJMFkibyOTu2js3e/EpOdtUX8z2zNjY1A7vPckSuEtKXDi04eivJzBBPR81IL0ppH9gVX5fi586yUUL33fOL9wQ+BJ/L8GIX7APfqPfDoP+GGT+nFqpACXtlLfni1JwAMBCl4Nl0bbTQuQUxS5hZ3pljhM3nICNy761C01c72GSJnyZsRsUFO7NH74xYG570b3kWWipEGUNoT7c3CdEz/PjG7B2+kOCxp3D/9Y+rIWnQ4H8iYOhX1zZCYs1LAIah2vGofYhgQ0JkDBqxHQ46WFqPXHXI2sGdvMZaYUvPjeZ8jcu/dvR2PjkPLcPFjq1De28zp599YCO1b9FP612/7i6dzRjMERcOvab+KSkW+jN47i2LGOAyOnHtuX9ezIO4fcEf+G83TZrVlR9wSzjjfq4HLCRiBAwatRFOad3IpBe77RyJrxzSSarXj8qA33vbUAFpsNiQ8/hdhulxvfcZ08tNnLShv2aX+MsU4ea2u2Zhrw7Pjwr+P94olS5EbpRsSaTUxSKYPJHPl1u55Wv23Tb1KmN1qf5HH/g7VNEOp4oxUw5x1SAhS8GuEfuPtrvHtqu0bWwseMOMJswSETmvf5v/BxWidPT58FRo4r1ck6cH0fC3pfacb2nWUnRIjnjlss6H7R318/Cx/eeNuGLdvLNl2N+I8VLZuVCZjN2/7ud1FnM27+pwXf/uDA4uXalGPMmBSD5CTdpq+74Wiu3xUXS/TOjo5NalUtpIKZ2Sj5dllVzSLy9aDV8UYkPU7K6AQoeDWKUNOc+dhZfE4ja+FjprolFnvb/hvVLJFxsUSg5BcttWP5V9p/JS6LXaulonAVglacCzzvfTtanG/C3f+2orDQiXHZNghR27+fBYuWlAla+d8/r3VIQlg8snAOdN6i/9D7rGjfOnyzg/vXOvDLLG3EvxY8g2mjaS8zOtwWnaUMrpyd+bk4N/RmOPOi7/c563iD+a7jWMEmQMGrAXG704HY9a/Bgeg7ymh65iUYVqudBhQjw0RxsRMjJ9hQUKDdfORs7OpfHejUwYwjR//O1LqOIoRsndomKcvb/Hwzul1oxrz3/soG32qFsHHsuLOC+NXK0+uuNuOGvuErmta/Y8euldp/WNGKr152zDHAdVNjpBvV+JQRKP1pBfJnjI8+HKzjjb6YR9GMKXg1CPafRafRelP0HWnTIDYZO9rchhjxfSifcgJff+fA+4u0yRQKsTvwJgvWrnfgl3UOKYPrTfA+OaYsc+stw3txl7ISCC2zu8Jeq+YmPPxA+B5H9+1kG07uiL4Prc17m9H2Rr6HXX+F5Y6+G/ZdW6PuN1vK5NdhyWoRdfPmhCOfAAWvBjH+5Mxu/HPn5xpYCi8TH2ZdgxtrZIWX00HwVmxge/xpG04EeEKdXKKQ86ejQsmCJ8Er6nk7X2DG/A/sEGUL4nGt4f1pjaM8uyvqgTPqlJUgfP9z2RiBPAnxwIvPhu/GtU+HlaIkLxAC4ddXVCJd95wVMYnhW4qiF/XSNauQ/9xjepk3rN2kYRMRc/EVhvWPjpGAvwQoeP0lp+j37JHfMPrgag0shY+JrNhq2Nl2YPg4HGRPRUZ21rzABKSc3Y2Pq+y8cgOaeFWI3Yu6mPHZ1943ocm1uzt2O8vLHUTpw+WXmrHg47+Fsr+4pk6MQY3q/vYOXT9bkROfPBh95++2vt6Clv2i68xdtavM6XQid9htcBzer7ZLRLSLv/kexN84KCLmwkmQgJIABa8G6+GuPd/izZNbNLAUPiZmZF6C/7J212PAxB/LEU/YcC5Xu5jKGV/XDK9asavcxNasiQltWpmlWt8a1U2a1fSOesgKYTvcnlO7nPhmUnQJXnF9cN+pVljjwi9ewVpfxZ99iMI3ZwRrOEOME3tZbyT+Z6whfKETJKAlAQpeDWhesuVj/JR/RANL4WEi1mTG8fZ38mSGKsIl6nhFPa9WjzvB666MwdN4ypMZxKkP8oY2LTO8g26z4NKu4Zcx3PuzA2vfCCwjr1Wcg2Wn6ZVmdLiFtbveeDvOnMK5wTcATu3ex8GKr7/jWJq1QcrTr/rbnf1IwLAEKHg1CE36hjk4aS/WwFJ4mBhUsznebNQrPJwNoZc7dzuRPUO7rKE7wSs2qcl1uPJUbXZUKm1QClx3Z/RqUcMrxg/Xkxo2fWLH5qXRI2pErHqMsKJWS2Z3q/oVkff0cNj+WFtVs4h53VStOlJfXxox8+FESEAmQMEb4FrIs5ciZcPrAVoJr+6fn38drqmWGV5Oh8jbUeNLcepMiAYPwbBdO5lx7+3hlzVc/aoNB36NnhMarPHA9f+zRvWtamrfHiUrl6PglUlqm0dEu9S5X8CUGMa3yEREFDgJrQlQ8AZI9Of8I7h4y8cBWgmf7qKc4VyHexBnDj9REwrKCz+x48tvoydzmNXQhMceDr+jyb6aYMPZA9EjeDO7mtH1Xr6HVf1OKMjHmUHXqGoaKY14NFmkRJLzUBKg4A1wPcw9uQV37vk2QCtl3Vt8/Bvya6Vg/yVNy+3F5hah02vfI+n437ufShJjsf6eS5GXUR2ZP+5A8yV/SO239mtX3lf0a/fOamy5voPUTqvn2mqZ+Oz867QyF/F2du914pnntStrMDqwlGRg+jPhdzTZovtL4YieMKHrYAsyO4dfrXWo1n/uI3fAvm9nqIYP+rg8mizoyDlgEAhQ8AYIeezBXzDpyPqArHgSrcKoLHi39WuHk81qVxhHvNbqw3X481+dpJ/L/y5JiZeEsHiU4jkgJ//q/ELmpXioVlstTEWNjWGPlSIvP2qmi5enxiAujG6aLs0HFv+3NHoCZCorZ4hJYP2u2qAXvPIMSlZ+prZ52Lfj0WRhH0JOwA0BCt4Al8WQfavw6vFNAVop6+4tw+tO8CYfOoNG323D5hsvkPq3/Gg99lzWDELwKsWvJs79ZWRL61vRPF67jLGWvhnV1tSXbNi6PXq+Lp/wqBX1M8JHTBWcBJY/Gj2Ct1YrE3qEYdlJKN/f0XY8WWyv65B4/+hQIufYJKA5AQreAJEO2vMN5p3U5vpJNSUNynIGTxne2n8c0CW7K+p3iy8YHCCx6Ov+7kd2fLMqeup4xfXC4prhcHnOHXLiy3HRU8/Qoo8ZbfqzfteX9Wnb8gfyxj3gS5ewbhtzUS8kDX8yrOdA50nAlQAFb4BrYsCuL/HBaW1qu9wJXlf3RKlC/dW7se6+7lIm17Uc4mi7+uXZ3ayvN6P+L7slE7/ddUmlkghfp94hoSZ+azXA124+ty8oLMZXq37Fsq9/xsbNu3AurwBWiwXNmmTi8os74KrLLkSThvVgNv8tqhYtX4UnpszBU6PuQv8+PdyOuXbDFgwaNhl339oHDw+uPA9xWcSOPQexaPn3+P6XP7B732HJTnpaKjq0bop+V1+Mrh1bIiU50ac5ffeTA28viJ4zXh+8x4oObcNH8EbbpRMdB1rQ5HJt6ndPn83Fsq9XY/mK1di0dQ9sdjvq1UlHl44tcf01l6Bj2/Ol967rc/DICXywZKXUT/xbfn/37tUF/+zdHTVSUyr1EbZ/27gdi7/4EWt+21zer3XzRhh441W4qnsnxMbqUz/uLC7C2X9f6dP7Ppwbx1x4KZJGTQ7nKdB3EqhEgII3wEXRb8dyLD27N0ArZd3VCN6qNqPJtbunG6eXlzsknMhDi8Ub8Mf/dZNEsr/PjdWz8GETfXcrr9+4DWMnv459B495dfOanp0x8ZE7y8VnoIK3oLAIL875GO8u+lr6o+3pqZaciGfG3Itel3RUjXHHLicmvxA9GcT77rCgywXaCCrVkANoePRPJ76Poo2Flwy1om77wD6QiA+Hn3+7BpNfehcnTp31SF98UJz6xP3IqJMutRHvrfmLvsaM2R+ipMR9GUnd2jXx7NjB6NSuWQW7O/cewuBR03D46Em344kPumOG3obEBP9/x3lbRufENcOH9gWw0sKnq7VdZyQ/Pj18HKanJKCCAAWvCkjemlyx7VN8k3swQCvaCF5liUPK4bNS9nfjwK6wFNs0qekdVbsDnq1/kSZzdWdk9bo/MXz8SxAZ3v59e+COm65B/YzzpOyP+EN56MhJfP7tL9IfTPFHcebk4eWZoEAErxC7T01/G59++SMa1KuFEfffLGWohLgVj8gw52zZhbc//AqrVv/uNYvsbl5FxU48OCp6BO+gWy24tFv4CN6D6534+ZXoic+V46yo3iAwwat8r95+0zW49YZeqFOrpvSti3i//LphC16bv1QSw7OmjECThhnSW0NkZ8dNmYPEhDjc93/9cP21l6JGajKcTuDA4WN4c8HnWLRsFWpUT8Er2cPQqlmj8rfUnv1HsODTb3H1ZReiWVYmkhLjpd8LP67JwVMz3sLxE2fw0qRh6N5Vn021+S9MQOmPX+v2+89Ihq0t2iH5yVeM5BJ9IYGACVDwBohQy2uF3WV4a247Knkon9AgRKz4mRCy9tiK550qT2ZQbmjTKsP7v8xLMVSnExrOnsvHI0/OlL6qHPfwHdLXmsqSBWWYxB/Rjz/7HgP6XY7UamWHowcieL9YuQajnpqFDm2aYvLYwahbK83tqnA4nPhx7UYUFpVIf3R9eUaOK8Vpz4kwX0wZvu1tN1rQq0f4CN49Pzrw65vRU3LSb3oM4ipXDKheV+L99/CEl/H7pp2Y8Mgg3HDtpTCZKgtokcH9fOUatGvZBI0y6+DYiTN4cOwM7D94DNMnPohunVpVGlMI2FfnfYqZby2WfgeMG367qjIF+f0/+N/98NDdN6qeiy8Niz99F4XvRIcItGS1gDiLlw8JRBIBCt4Ao9nhz4X4vdD9V2xqTSvrcEUf5cY0IVwveP0HxBaUSObyz0spr99V2lcKXFkIK+1qUcM7u2FP3JPeUu20fGr33c+/44Ex0336I6ccwF/Bm19QhNHPzMLq9Zvx2tQR6NjmfJ/8Vtv4ySk27DsYHSc1/OsfFlx7RfgI3h0rHNjwXnQIXpMZuPG1wOpcv1i5VhK8A/r1xJihA1UJUvE+kfuJb24evn+A29pe0U58+BXf9Ozad1jKDjdvUvWtjnJ9vp6CVxxLJo4ni4bHnNkY1aa9HQ1T5RyjiAAFb4DBbpbzLrYXR0fqbn7jK3FbmvaCUNQDPvfqAsxd8DleyR6Oyy5q73NU/BW8O3YflOoCWzVrKGV3xdekejwTnrXhwKHoELz9rjXj+t7hcwrAlmUO5HwcHYI3KR3oPdl/wevve1XZ741po9xmd5Xvu9feWYIXXv8Iz0/4D0S9flXP2x9+KdUTq21flT13r5d8vRgFr031p2vY9THXqYdq/1sQdn7TYRLwRoCCN8D1kfnHWzggTq6PgmdRk2vxz+qNNZ+pKBEYP3UO1udsr1Dv58tAsuBV00d5SkNVJzeosaemzfjJNhw8HB2C95peZtx0ffgI3o0f2bH1s+g4Ni69mQk9R/l/9bO/71Vf+8nZ4P/ec6NU6+vtOXzsFB58bIb0YVUIXnGqih5PNJ3Fa0pLR+qrn+iBkTZJIGQEKHgDRF9zwxycshcHaCU8un9+/nW4plrVXy/6Ohtvfwzl15atWF3BbNuWWW43rakZW63glcWwq01vR595Gn9ctg2HjkSH4BXlDKKsIVyeRUvtWP5VdAjeplkmjP6v8QWv2g+i8obTlT/95rEuWKt1GE01vKbkakids1wrdLRDAoYgQMEbYBgS17+GQmd0fB36adPe6Jf6967pANGVd5dF7bo/tkkZ3qaN61V6Ta3g9fUcXvkP66Cbr8Uj999cYfONloL3iUmlOFy2/zDiH1HOIMoawuVZ9qUDHy+LjvfweTWB7HH+lzT4mqmV14Cv/dRkeIXYzX7xXSz9+mdMGDEI/7j6Yreb57Rah0WL5qHo/dlamTO2ndg4VH9nhbF9pHck4CMBCl4fgbk2T/3tdZxzRMe1pK837Im7ddi05ktdoPyHc9+hY5ocS+ZLDa8sgP3J8I59phRHvR8tHOBKNE53Uc4gyhrC5VmxyoH3PooOwWsxA7Om+y94fXmvKuOvdQ3vmbN5ePqFt/Hjmo14YvgdEBdWuDspQss1WLTgdRR9NFdLk8a1lZiE6nO/MK5/9IwE/CBAwesHNGWXrI3vYHdJboBWwqN7dr2uGF3nAl2clTM6fa/ohokj70JCfKzbcbQWvOLMUPmIpReffsjrZppABO9DY0pRUKALOsMZHXiTBZdfGj6C94dfHJj7bnQIXrFYXnw2BoHczSC/V305NkyMq9UpDaJmV5zlu23XfulYtJ4XddBd7Ar/xZFkoqwhGh5zrQxUe2lhNEyVc4wiAhS8AQa7y+YPsbbgeIBWwqP7w7XbY1r9i3VxVnm25+iht+Gmfj3dHlukteAVk5E3vIkjySaPvQ/1657ndo7+Ct7cPGD42Oj4FkCAu2ugBRd3CR/B++tvDrw6N3oE79NjY1Cnlv9vY/k83a07ygRnMM/h3bhlt3QTo3ieGX0P2rbQfhOtJzKFc19A8fIP/AcXRj0tTVogJZvn8IZRyOiqCgIUvCogeWvSZ/syfHYuOq6b/HdaM7zV+IoAiXnuLt/eJLKuvS69AENu/wfOb1wfMTFWiEsfzubmIWfLbulaUvEzPW5aEzu8h9xxPa6+rLN0A5T4mlSI7OMnz+DDpSvxxnvLfb5pbesOJ6a+GD03eQ25y4pOAV5dq9sic2M4Z7MTM16NnviMfNCK5ucHdtOafGOawCluRbzz5mtRv26t8pvWxKUU4mixw8dOur1pzWwxS+/vf13X0+1Na/XqpuN/Tz1UoZ5fXGU8cdpctDy/IZ4cdZfHD6Z6rZ2h+wrwa34p6tuKUL/wHDJzj6HuyYOod2gn6u3djLRDu2ESV8ZFwGNt3wXJY5+PgJlwCiTwNwEK3gBXw+27V+DtU9sCtBIe3bsm1cLqFvrcYiQIiDq/H9fmYMK0uTh81PtlHuJszomP3ImUv67/9fccXpm8qAl84Y2PsPDTb70GQ1w3/MyYe9Hrko6qg/btDw7M/yB6MojD7reiTcvABJVquBo03L7LiWdfiB7Be98dFnS5ILAMvPgAuviLH/Dk9LcgblTz9HS7oBWeGXMP6pxXdnuhuElNXB2c/dK7HvuJa8OfHTsYndo1q2D2+VkLpQ+cVT1zZ4xG5w4tqmrm8+vX7CjAxiLvp3k0MdtQ31aIeoVnkXnuKOod24+MQ7uRsScH1Y9rcwW9z4770SHm0quQ9NB4P3qyCwkYlwAFb4CxGb7/R8w49keAVsKjuxVmFFxwD2JM+h45VVBYjK9W/YplX/+MjZt3QWR8Y2Nj0KZ5Y1zZoxOu6t4J4o+icpNKoIJXFtw79hzEouXf4/tf/sDufYelwNSrk44uHVuizxVdcUHbZoiPc19f7CmKYkOU2BgVLc+j/7Xi/KzwEbz7DzoxcUr0CN6bb7DgqssDE7zyWj545AQWf/4Dvv1pA7bt3C8JWvF+uaJ7J/S+vAvatMhye0W46PfBkpVYvmI1xL+tFguaNcmUNp+J2uAaqZXvPg614H1y7QGsSUzGZlhR6EciN9HsRH3YkVmaj/oFp1H/zDHUO7YXGYd2ImN3DpLPnDDMr4i4a29Ewl3DDeMPHSEBLQhQ8AZI8ZnD6/D4oTUBWgmf7qtb9EfXpNrh47ABPJ32sg2bt/nxF9IAvvvjwjNjY1A7gBpRf8YMpM+xE8BjT0VPjbXI7oosLx8fCOw5CmSXbeJymE3YlVUPOU0bYFPt87CpWjI2mmNxMsDPtNWFIHaWor4QxHknUf/sUdQ7shcZB7ah7p5NiM8P3ubo+H/difgBd/sAiE1JwPgEKHgDjNGs45tw/75VAVoJn+4vZF6Kh2q1DR+HQ+ypzebE0NE2lEaPnsKs562wWMInw3suF3j48egJUHwcMGOSFVZr+MQoxG9j4KvfgA9/8OrG0bo1kXN+I2zKrI2c1FTkxMZhj107xulmJzIdxahfkof6eadQ7/RB1Du6Dxn7t6LO7j8RU1KkGaaEO4chrve/NLNHQyRgBAIUvAFG4cPTO3HTri8DtBI+3fumNsTSpn3Cx+EQe/r7JidefC16vi6vlgI8/7T/57yGIlyiHnXwwzZEyH4jVQj/O9iKtq20E2OqBg3nRi8vBf7Y7fMM8pMTsalFI+Q0zMCmmjWQk5CIrU4zSjT+wkdEso7ZgUxHCeoVn0X93JOof/IQ6h3ZhYx9W3He/q2w2NT/Hkp8aBxiL73a5/myAwkYmQAFb4DRWZl7CJdvWxyglfDpHmMy42T7O5Fi8a2ONXxmqK2n4nxXcc5rtDyNG5gwdoT/V9eGilM03YQnGHe/yIw7bmFZg6r1VmoDhr0mdtypal5VI5vVgu3nN0BOk0zk1EpDTnIK/oQVZzUWwUo/RKTrme2oby9G/SIhiI+j3vGDyDi8Cxn7tyD9wI4KJ0wkP/YcrB26VZrK6bO5GDNpNkY+cAuaNMwof33n3kMYPGqatNnY9Sx1UXvdKLMO+vfpURUavk4CuhKg4A0Qb07hKbT9c0GAVsKr+9xGvXBHzebh5XQIvBWZw2FjbVFz4YRAfGEHE+6/M/wE78uv2/DbRh0VRwjWn7chkxLLyhr0vp3MYNP2z51ftwOzP/evrw+99jeog5xmDZBTtxZyqqVgU0wcDmlYElGVK1nihAl7EeoVnMGoxmmoXevvQnz5/HNxxbvYMCyugFcKXiFqu3dtJ52Oofy3EMLzF32NkUNu8XiZUFV+8XUS0IoABW+AJI+UFqDuH/MCtBJe3VnWoC5eW7Y78dxL6r9GVGfV2K3ElcLiauFwez781I7PV0RPJl7EJ9xO0wjZmvKznEELf8/UqIaclo2wqX5d5KSlIicuETscJmiTa/bsYU7LJKS5qcN3l+EVYnjqzPcxsP+VkggWJ+aIR2R0leJXCx60QQKBEKDgDYTeX31TfpuNPEf0CJshJy/E9G6dEVdNA3gRbOLdD+345vvoElG33WhBrx7aHHkVzKURbdcLC7biaDJxRBkfLwSKzgEvLwG2nTIMpmKLBVtaZyGncT1sShclEUlSSUSBRr9qEs3AjlbJbufrqaTBXYY3rUY1ZncNs2roiCBAwavBOui5dTG+yzukgSXjmmhTXAtDdndF/Q21UHLahGbXmNHuJv6x9BaxkeNKcfqscWOqh2dD77Oifevw2wy1Y7cTk2dEz4dWEfvERGDyOCsSE8IvXnqsXbc2N3wA/PEJYK0N5LUDdtiBswVBG17tQE4TsKtJJjY1qY9Ndc7DRlESYYnFcT9Swe0TzPisSaJPgtddDe/MeZ9IZQ7iGTRssvTfu2/tg4cHD1A7LbYjAU0JUPBqgHPkgZ/x3NENGlgylolYpxmDj3dGz03nw7E1HlCUOJpjgL5TrIhL4R9Ld1H7aY0Dc+b78dfGWEvAZ28mPRGDWuk+dwt5h7x8YNhj0XM0mQy879Vm/LMvP7i6XYC2EuCD/wClSoFrAswXAEdrATvOAA5j132fOK8GNrZsjJx6tZFTI1WqC97tMCt/lVea+oDqVsyoH++T4HVtLNfuDr3rn3hxzsdSuUNG7XSMnzoHN/XrqctNeCH/JUIHDE+AgleDEC04vQO37PpKA0vGMNGpuC7u29EZdX4/DyVnPQtaZnndx8tmd2L0RBvORFl2V5zv+tKU8DqSTBnBB0eVoqjYGO/BYHlhtQLPjrcitRo/uFZivmkZsO5dz6GwpAPFHYDtTuBUfrBCFvA4BUniqLSG2NQoAzk105CTmICtDguK/9LuE+vG4d6a7t/HnkoaXJ2SSxyaNq5X4VQH1vQGHD4aCIAABW8A8OSuu4rPoUnOfA0shc5EotOKIUe74NKcJrBtj1PlCLO87jF9tdKBBR9HX3a3VXMTHn4g/E5okKM4aboNu/YYO2On6o3pY6PLLzVjIMuTKlJz2IGPHgIKz6ijaW4PnMgANp9W196ArTa3aIRNWZm44NJmyKrpW0mDcjrKkxnEz+UNbczwGjDoUeYSBa9GAU/97Q2cc5RoZC14Zi4uysTdWy9EzT/SUJrne5aHWd6KsSoudmLkhOg6ikwm0OcqM/pfF75fj8//wI5vf9Bo50/w3sKajJQ9Lgbn1dTEVGQYyfkUWO/HcZPmVKC0E7DTDBzPCz8WZhPwv/uBmIofXJXHksmTcj1vV/zc9cQG8TNlfS9reMNvSUSSxxS8GkXz6u1L8NW5AxpZ09dMNUcs/nO4K7puzELp7sC+gmaWt2KsPllmx9Ivo1M0/eduKzq28/1Dk76rXb31tesdmDUv+jLzglCXC8y4747w/bCiPsoqWuYdBz4ZAYgsbyCPuTVwsgGw7Zxml1YE4o6qvll1gEdvUtWUjUgg3AhQ8GoUsbEHf8GkI+s1sqaPmV4FjXD71k5I/b0GbIXajVG3gwmXPBi+X2VrReLAISeemmqDPTr1LqY+GYMaqVrRDL6dvHwnhj0WXSc1KClPeNSK+hnh+4FFsxXz+ZPAsa2amYMpBbBfCIjkwpFz2tnVw9K1nYB/XqyHZdokgZAToODVKAQfn9mN/jv1v43HV3drOuIx9FA3dPi9EUr36SdKO9xiQdMrw+/8VV95empfUOjEhP9v7z6go6oSN4B/U9IrIQmQEHqV3gUELIAgTVx7+burq659FV3F3svau9hWRV11VRQBFVEpIr2KEEIJIUACpJGezLx5/3MnThjCJHkz82Yyd+Z753iIyb333fe7L/Dl5r77nrKiSOOSP73OGyjtxMaIN3d599uCQLiW+x63IP9IIPTE/31Ibwfcc7sZEeEhHHr3LAdWzvEdvqknUNQF2FUO1ATgriA3TQP6dfLd9bNlCrSgAAOvTvgHLOXI2DpXp9a8b2Z6aQ9cmDUAUVsTYPPDk+cGE3DG3SYkdQ7OEs1AAAAgAElEQVTN0Pvca1bsyAq9B54cd6rYe1fswSv7MfdzBctWhugUPWBfkiKWpoTkUZoHLLgXsPrjL8xowDYUyIkCDgbIdi7i55wXrwMiw0Ny+HnRwS/AwKvjGKdueR9H9Vwr4Gbf2imxuDn3VPTd0gE1h/wfPCMTgYmPmBEeHVozRAsX2zBvoZfr/dwc60ArfuG5Jkw8w//3nN4OobyO12F5/nQTJp0l/1i6dW/UVgIL7gHE+l1/H+ZuQHE3YFcFUNWCs77tk4H7L/H31fN8FPCbAAOvjtRXZP+Ej4qydGxRW1MXlpyCmTv7Ifz3ONha8O9L0ds2fQwYc1vozBBl7bbhmVcVqKE7uWu/SR+/NwxtUrXdr4FcKtTX8YqxMRiA26434ZSeIRJ6bTbgxyeAwzta+NYUL3sYAuTGAftbYG3UmQOAi8a2sAFPTwHfCTDw6mg7v2QfZuz5TscWG2+qozUBN+0/FT23pKEmP7Ceru53vgk9JwX/P5ZHC4FHn7GgUscHAP1y8+h8kuQk4KkH5V+/62AJ5XW8DoOoSOD+O81ITQ6B39as/QDIXKzzd4WXzZk6AqW9gKxqoNIPSyxEd6+dDAzpdkLHxYsi3v3vovrPvf/i3fVvSRMvobj+7hfw+4696Ne7C9546ja0Soizl/1q0XLsy83na4S9vA1YXV8BBl4dPWttClpv+Q/KfTTNalSBy4sHYErmKTBti4EaqL9FNwCDLjOi6+mBFcR1HGrkHVbx75etKJNwq009HURb48cZcfF5wTPWob6O13F/tE2tC71B/RDb5i+ArfP0/pbQsb0wwDAEOJgIZPtu1ndeSQFwyTjMPPfM+r6LQPufT7/D9Veei6jIcPt+uvc++TYen30NunZMs4dacZx3ztgTPhb1nnz5Y8y+5bL6AKwjCJuigMcCDLwe07mueHn2EnxctEvXVrvXtsJNOSPReXNb1BTIM3MqZnnFbG+wHdk5Njz/hoKqEJ/ZdYyreLuaeMtasBxrN9rwVojux9twDDPSgVuvMyMxIXjGt/4a180FdgTezjqNfh+Z0oHyvkBWDVBereu325VHsoEOKfjgpdmNtuuY0Z113YX2WV7n1wSv25yJFWu22md0nYOwrp1kYxTwUoCB10vAhtW/KcnGuTpsT2ZWDbi6aDAmbO8JbI+GKumD4+lDDBj+dxNMYcHxD2bmLhtemqPA0sJrpXW+bT1uLjwMePXfZhjFG5qC5KioVHH7vaG7n3LDYYyLFWt6zejQPnjGGKvfA7J+kvOOVU2AaQhwqDWwtxjQ4fmBK6vzgcTYJgOvCLWzn3wbc/49q9EZ3jNGD+Lsrpx3VUj0moFX52EWyxoSNr+Lag/XG/StScUNe4cjfXMb1JYExz8wSV0MGPNPE8Ik371hyzYbXn9XCdkXS7j6VgnWbaxef8+KjVt0SBI6//3SUs2ZzcDfLzdh6CB5fsPkykr8vZy9YxF6r/+0pSj1Pa8xGagcBOxWgGOVHrd9c6IFP6/ZWl9/6ICe9eHX+dXAza3h/WXlJnsbA/p0w3X/eg55hwvh6hXEHneUFSnghQADrxd4jVW9LHsJPnFjWUO4asR1R4fhjG3doWRF6vITuw8uy6smY9sAY243I6a1fCG+1gJ8OV/BzytsIb8bQ8Ob4K+XmHDaqXKHIFc39qbfVbz2Tui+da2xb/bJ4404b6rJvpODbMemyqO4cO+P2Fd9DIX5BxBftE+2S2i8v2JADIOBw6nA7hLA5sYPa70zcPDi0/D1dyvq209rm4yZk8eccL6GSxoadsZ57a5Y+ztmRP/6pQ+dMtra1/ryoEBLCjDw+kD/65JszNSwrGFoTTtcs3sY2mxOgaVUwn9B3LQLiwL6zDCh65lGGCTJSFl7bHhnroKiYjcvNgSKm4zAC0+YER0VfPeuValb1hDqO3C4uo379Tbgur+ZEBkhx7grUPFk3kY8krcelj/XhnVUDdiVsx1hFYXB951qSgZqBgLiRTjFFc1f35XjgVG9my8H2NftNhZeHWt3J595Kh585j1cMO10e+Dlml5NtCzkBwEGXh8gN7WsIVo14/rDw3Hatq6w7orwwdkDv8m4tsDgK0xICeB9PqtrgM/mKVixStLF0364DYYNNuK6K4PvoUQH3cdfKPhlBcff1a2UEA9Mn1Q3u28K4Ftgb00pLtq7GOsrT36hxATVhB+yVsPgjzer+eH78aRTqAbA3B84kgbsOgaXa7GM4qfWa1y+XU0sZfhpxQZce/k0e9OOpQ1Pzr6mfmsyxzkb7szg/EBbUyG5JVh4ztAVYOD10dhfmv0j/lu0u7710dUZuGrnULTemgRLuRwzIz6iqW82fbABAy4yI7q1r8/kXvvW1bvwrwWdUFrmXr1QKz3rRjN69wjee3lvjoonnueyhqbu6+TWwIzJJpw61BhQyxzyLJV4Im8D3inY0eTzFLNtZjy+YxkMejz5Fch/ARgTActgYI8ROOq0l6LYd1fsv+viqKqutc/ULvxpdf1XndfwOldxDrji88579HINbyDfGKHVNwZeH433vJJsXLb3R9x2cCSGb+0KS3bwbMyvN1m/mTb0nGAFwmP0blp7e1YF+PUPYPFGoLAMv3Qfj49zT9yEXXtjwV8yqRXw9INmGGRczOnG8Nz9iAUFQfhbbzcINBVt1waYOcUM8RBjS94S+2vL8XjeBrxfmIlajVvbfF2jYsbulZquMygKmfoCBRlAVilwzSRgYJeguCxeBAWaE2DgbU7Iw6+Lp4F/mq2gqiB4Z8A8pDmp2vCxS9HBMBdoPxDoMhrIGAwY/fQDQlUt8MsW4OctQNnxjXVt8TG40XIpLGILIB4nCZw7xYSpEyVZiO3F+C34wYavFwXqG168uDAfVU1rZ8D4sUYMGWhETLSPTuKi2ezaUjxyaD0+KsyC1YPZ2t0lZeh6cIv/OhwIZ4pqB1zwbCD0hH2ggF8EGHh9yPzHNwp2fMs1gE0SG2w4b+KdMFY5TaOJp9s6jQC6nAa06QVA5x8aRMjdvBfYtBvYvh+wuA40W3qNxCv7BvjwDpGzaTGD98zDQfoyggZDUlgE3PUwN1325E7t1tmA/n2MGNDXgPR2+n4PiwfRVpcfxvel+/H9sf3YUHnUg5h7/KoiVeBwsO3c0NygDboQ6DejuVL8OgWCRoCB14dDWVuhYsEsK2xcBtio8sBT16Bb+BuNj4IIv606AEkdgVYd//wzAzCaNY/cQYuKLVUKtlbZ0G1fHs5/b76mumpkOO4KvxRFtZGayodKoX6nGOxv3wqV4/V3rdi41Y1tnkIFxo3rTE0GBvQ1YmBfI7p3NUA8K+XukW+pxMJjOfaQu6T0AEqUWnebaLK82Llhd/Y2mKtCYEsWcwRwwetAGP9u0/UmYmMBLcDA6+Ph2fCBgmw+6d2o8szJ98FUccD9UUhIB5I64MvulyLbGGuvX2VTUW4DKhTxZ93HmdU2FCnHw0onSy1+e/NjzefL6TkAj+aM1Fw+FArecq0Z/fvoO2MXyG45uSoefZY/teo5RrExQIz4L9oA8XFsjMG+BOLQkEzsVAtQqFSjyFqDQuuffyrVqPTDzME01YxvslYF784NjkHsMxUYcomeQ8q2KBDwAgy8Ph6i0jwVi+/nP5aumHsP3oo+sc97NQLTR7yC9ZZwt9rI/uIbROQVaaqjGo14OvkS7C6N01Q+2AultQUevjv4H1ZrOI7Pv27F9p2c5fX1/b3hqm+x2XrY16dpsv26nRuW6r2QqkWv6YSTG03A+a8Bkfw7LXAGhT3xhwADrx+Uf33Jivzf+Y9lQ+oZU55AWFmWVyMwbsQb2GVx7/ejP25Yjz6//a75vIVdu+Oug2dpLh/MBa/7qwnDJH+9rCfjk7lLxbOv8gdXT+zcqRMIgVf0d2G1gnP2rHKn6/KU7XEmcOrV8vSXPaWATgIMvDpBNtXM0UwVy/gr0ROIOvfejSEpj3mtP2jYHBx28yH62XkHcPMXP7p17rfa/wVrC1LcqhNshcU6zMfuNcNoDJ3lDM5jKJY1iOUNPHwnECiBV1zhvsIidMzfrtvFFlcpmLW4BLmldX9hTe0RiVtHxNs/dv5aRrwJz01MRKuouh1i5u2oxP5Sa31Z7zpkAM57EYhN9q4Z1qaAhAIMvH4atB8ftuBYrp9OJsFppk19ERGlm73uadchc1DlZgZJtlqw5Y2P3PqVZVV6W9xceK7X/ZW5gasuM2HUcPdm02W+3oZ93/S7itfe4SyvL8c0kAJvrArk5+Ugptj7v7irrSoeXX4MQ9uFY2bvaDT8fxFqxSG+5vyxCMLPrirDHSPj6gOwV/6dTgXG3uxVE6xMAVkFGHj9NHL7V9uw9h03pyL91Dd/nyat0wGM6nCf16cVOTd98ByP2tnz9QJE5Z78utGmGpvfdTLmH+zo0flkryReNPHk/WaYTKE5uyvGT1VV3Pe4FYfdu208GvorLzZhzMjjP1wUHwPenWuFWFohjkdmm5HW9sSx2JGl4rnXrBg5zIjLLjAhMgIQr8j++H8KVq2r2x5RvB1PvBb4gScDM7gHUuAVXj1hxLa9v3u9c4NjBveGYXEYmlb3zMFLa0rtf4pZXvHx6IxI+9fWH6rFytxq++edw69HN1LDStOfBhLb69IUG6GAbAIMvH4aMdWmYvGDVpTl+e6Ev5d+gxJLLsa0vqn+JBZbNZYUPIn9VevqP3dO6qPIiBpi//+Cmr1YeOQeVNtK0SFqGMYnz0aYsW6rmhWFryIxLAP94vXdq/GcqW8iuvT46yo9FSmISUP/ng96VH3Rpo0Y+Kt7G81bWyfihoqLYHNrbtij7gVcpSsuMmHcqNCd3XUMiAiO737k+x9cRTAtKFTxwacKenU34OorzKiqUuuDqgi84nAVXEVdcYjw6/yxCMLnTTPhq2+PB+BAu9ECLfAKn6mqGfN3roRB8W4/ZhFeX19fjifPSkTXViY8tOwYbhkeh65JYScEW0fIPb1ThL6zu2n9gfF3BdqQsz8U8JsAA6/fqIGjO21Y9oz+/1jmVm3AoiP326/klNhzTgi8lUoxNpR8jFNb/d0eZEXZnwuewZTUJ5Ac0cUeajtFj7QHYOePRRDeUvo/jG19a30A1oMqqU0Bzuh5py7vrt+T3BdjOnj267l/Hj6Ef33+g9uX9FvP0/FejngZRugcYkZQvEbYbA7d2V3HaCuKinses0K8kMKfhwiubdsY6md5mwq84mt7suvCspgp7trZYA/GzuHXn31351yBGHhF/x9VTLg3c5lXP+ruKbLgsRV1s7oHSpVm1/Au3VdjL9u/TRj+taQEpTUqhqeH4/6xCYj05Hvx7PuANr3dGQ6WpUBQCTDw+nk4V75iRd4WNxedauyjqxnehlVFAP42/26MSroWbSP6YHnhSxgQf4E9/Ir64hAzus7hV+PpNRWbeM6HiC//WVPZ5gptSjsNU9pe0Vwxl1+3r+Od8zEMNvfGwhYbhdsNl6Lc4qdXH3t0dfpW+tulJowewdldh+rq9Ta8M1f/H1ybGrWGAbfhkgbHcgbRhqsZ3t/W2gJ+dlf0PVADr+jb4iorJuz17DdTYkmD84yuYw1vaozR5cNozmt3P9xaUb/cQSx96BBvtq/1detI6gRMfdytKixMgWATYOD184iWH1Hxw/1WqD7491JL4BUzt0sKnsL45LsbneGNMrbyyexubGIpzh54Gww2fS5+aacpuDRpuscjmPXtd4jdl+92/cyew/BsTt2SkGA/OmYYcP8dofNWNa3j+fjzVmTnuPfDkta2G5YTs7TDBhtPWIvrXGbGOSZMHm/EqrU2+6yuqzW8jocNd2er9rJmE9BwXbCn/dOzXiAHXnGd+4uKkZH3h9uXLGZ3X15bhofGJZyw+8L6vFqXM7aOZQ2Tu0fZH3ab2Svavr7X4zW9kx8GUrq53W9WoEAwCTDwtsBobv1cQdbiuodI9DyaC7yO9bztIwfXr8t1tYZ3dfE79mUO4mhsqYQn/T5z0v+QVLnQk6ou63zT4xJcH3u6x+19s3Uzhi3b5HZ9NdyMB2IvQ15llNt1Zavw0F1mtE/jUoaG47b/gIpHnvH9g18i7I4cbsR3S2z4ZlHjPyiKGd9jpXXrdhsezmt3Rdh1LHdoqk5L3aeBHnjFzg1HDmYj6thBt4gcD61N6xF1wi4NrmZ4G+7M4PxAm0czvD3HAyP+5lZ/WZgCwSjAwNsCo2qpUrHoLissdTvR6HY0FXgdYTfWlHLCGt+GJ3es3R2ZdC1WFb1lX+6QEJZmf/Ctb9z0+ofd3O10eFQ1po28VddXds495RrcFTnU3a7Ul//H0Xw88Ol3HtU/1KMPHtg/xqO6slQaN9qIKy6s2wuUx8kCYveDX37V/wdXx5m0hl1Rvqnw6ljisHCxYn/4bdv2upngQFzTG+iBV1j3V03YuHczTNXH3Pq2ELO8jrW4oqLzPrzODTkHXPF55z163V7DGxkPzHwBCKt7EJkHBUJZgIG3hUZ/7zIbNuq8DrCxwKs17AoKx9rd1uFdsPjIYzgt6caTlj54QjZm/AK0qf3Ck6qN1nm1/z/xhNnzhzBiFQU735zr9jpe0SHVYMALbS7C9pJEXa8pUBqLigKefsCM6GjO7jY2JhWVKmY/YkVllf6j1tQyBjFjK3bMeOqlutlcsaRhwulG/Lj05FnghjszOD/Qxhlez8ftQtWMT3XYucHzHmiseeYdQPtBGguzGAWCW4CBt4XGV+zpufgBfbcpa2pbMudlDI1dsvPODKKM44E2b2d4jWYrZp5+Gwy1ZbpqPzH4HrwK7/bFzVy0GPF73Pv1pOMijnXujFl5Z+t6TYHSmJjZFTO8PJoWWPabDXM/02dNuvOZXO2za1VgX9qwc5fNPlPbKuF4jRWr6mZtGx7OAVd8zXl9L9fwend3i50b7stc5l0jvqzdcQQw7hZfnoFtU0AqAQbeFhyu4hwVPz9uherlb0WdtyVzXI5jr13nNbrOl9pw+zIxC+y8Y4Mo61y3YXl32E49/Se0t811p4qmsncNewRzlTaayjZW6H9//I7RP6/3uI0PO8zE8iPe9cHjk/uoYno7QKzdNRg4u9scsfjBVazlzfXsZ6bmmg+5r8uwpMF5UJZWWzFuj2c7N/h0cMOigHOfA6Kcfiry6QnZOAUCX4CBt4XHKHOhDdvm6T9D1MKXVX96o1HBzLNmwVBTonuX/jH835hv9e4v9L8WHsUTnyzwuG81bVNwY8lfPK4faBVNJuCBO81Ib8ewq3Vs9u6z4YkXgvd7WKuDHuVkC7zimvMKCtD2cKYel69fGyOvAbp7/kCvfh1hSxQIHAEG3hYeC/EGtl+eUlC01z9bHPn7cgeNXoWuJs9e/9tcXy8d8QKWWtzcj7JBo+E2G7LnzIXB6vk0+4/dJ+Kz3C7NdVeKr190rgkTzuBSBncH64v5Cr7/yfN7yN3zBWt5GQNvogoc8mDnBp+NYWpPYNIDPmueDVNAVgEG3gAYucqiuvW81uoA6IyuXVBx3qS7Yaw8rGurjsamjHgFmyx176X35ti2eAmSduZ63ISSGIebai6GRZV7R4PuXQ246xbuuevJjSDewPbkiwr27Q/OH1w9MfGkjoyBV1yn2Llh054NMNaUe3LZ+tUxmuqWMsSm6NcmW6JAkAgw8AbIQO5fY8Pat4Pr16J9h25Cr+iXfCY8Zvjr2GP1PmR+nLkdZ/y4xqt+buw5Gq/n9POqjZasHB0FPHqPGQnxXMrg6TgUlah48Ckrqnywa4OnfZKtnqyBVzj/n2rG+5m/wmDz/f7MjY7r4IuAvp6/jEe2+4X9pYA7Agy87mj5uOyqN6w4uCF4ZojOPechmMv3+Uyt//A5KNDh35YLiwvx4kfzveqnGhWBO8MuQ0mt9zPOXnXEw8q3XGtC/z5cyuAhX321rdtteHlOcP3g6q2JO/VlDrziOp+1GjFr53J3Llm/sm16ARPvBQz8PtYPlS0FkwADbwCNpnghhVjaUFUcQJ3ysCvd+2ZiQNJTHtbWVi1tsE5rg1UVB9/+GIYai7YTN1Jqb8/BeCJnuFdttERlsafrFRd5P1PeEn0PxHN+8qWCn5dzPa8nYyN74BXXvLKyFqOy13py+Z7XiWsDTHkMCPfumQbPO8CaFAh8AQbeABujklwVPz9hhc277NXiVzV9ynMIL/vdZ/2oCotG134v6Nb+liU/I2VHjlftqWYTHk28FPvLY7xqx5+VO2YYcPc/TQgzcymDXu5Wq4rHn+dWZZ54BkPghaoir7DQfzs3iC3Ipj3Jdbue3HCsE1ICDLwBONx5W2xY+Yq8vxZN63QAozrc51PZw3EZGNRdv3O8l5WJST+s8rrPR7v1xOwDZ3jdjj8aiI8DHr7bjLhYhl29vQsKVTzwpBW1kv/gqrdLc+0FReAFIHZuyM/djYiy/OYu2buvi72yJ9wLtPX8jZPedYC1KSCPAANvgI5V5iIbtn0lZ+idMvV1RJX69ld6u5L7Y1yHG3UbvenHivHmh1973Z5qAF5rdyE2FyV53ZYvGwgLA+65zYyMdIZdXzmv3WjDWx/I+T3sK5Pm2g2WwCuuc5hqxOo9G327c8Ooa4Fu45pj5dcpQAEADLwBfBusecuK3LVyPcSWmp6PMV1nwwDf9nt9+lhMb3OZrqN34J1PYKyq8brNiox03Hp0mtft+LKBm68xYUBfPtziS2PR9teLFCz4get5tToHU+AV12zfuWHHChhUH/zg03MCMOKvWmlZjgIhL8DAG8C3gM2qYum/5Xopxdnn/Adx5b5/v/xPnafjilZTdB29jUuXoe3ve3Vp86suU7HoUHtd2tK7kXPPMWHq2Qy7ers21t7czxQs+42hV4t3sAVecc2vWY24Qe+dG8SODGIpg5Hfx1ruK5ahgBBg4A3w+6C2QsWSR6yoLAzwjgJIaF2M8X1nwaD6/h/3r3pehptixuqK8uaeLExftFKXNi2pSbix9ALYEFhLBgYPMOCGq/hyCV0GWWMjqqri7Q8VrN3o2996aOxOQBfzNPBmrNyNmCNlyJw5yOX19Zq3CRWpccgd3a3+67GHSjD4nV8RXlmLgp5t8PtlI6CE131vuCrvDdzayhoMy17nTRPH68Yk1z2kxh0Z9PFkKyEjwMArwVCXHVbx06OB/ya2syZ/ilYV3/tF9P2+1+Ge8MG6nuus8mOY+5+vdGtzRY8z8cH+Hrq1521DXToacM/tDLveOnpS32ZT8eo7Crb+wdDblJ+7gbd11mEMeq/uh9QDIzqfFHhFEO757Vb713dO639C4BWh9mifNBT2aGMPuI6PRRDutCwLO/4yuD4AezLmznWMqorDR48g+egu75oSOzKI7cfi23rXDmtTIAQFGHglGfSCLBXLn7eiJV/i0xRVVHwlzhlyKwyKfx5Lf3nA7XjK1FP30Tvw/qcwlunzqixbfAxuUS5BtdLyIbNDe+Bft5gRGRFYM866D2AANyi2K3v5LQXbdzL0NjZM7gZeRzvuzvCaaq3o/eVG7BvXA+VpiRD1xSFmgJ3Dr563U6pqwP7cXZ7v3BAWDUy8B2jdWc9usS0KhIwAA69EQ12w24YVLyhQvH+uSverHjfhG6TUzNO93cYafHTwvXgDHXQ/39oVv6L9Zi9nYZx69UevEXhhn+tfs+re+UYaFGH3jpvMiI5i2PWXeWPnsVhUPPuqgj37GHpdGfkr8Ipzu5rhrYmN0H121/k67Ts37FoPo6XSvVsxMr7uLWqJgflcgHsXw9IUaBkBBt6Wcff4rEXZNix/ToG12uMmdK9ojqjFjNP+CYO7f4l70ZM7hj2GT5QUL1pwXfXl7D04f4F+rwZVI8IwO+oyFFRH6t5XLQ0y7GpR8m+ZqirgmVes2H+Qobeh/MarvsUm62G3B8TdGV5xAldreLsv/N2+tEEcTS2VcLuDThWus5nxRqYbOzdEJQKTHgTiUr05LetSIOQFGHglvAVK9qtY9qwVfsyXTSqNOmMx0pRP/Cp5zfBnsNAar/s5R1WW4Yt3v2iyXZtaF1SMYtN3DUduj354eP9oDSX1LZLeDrjrVs7s6quqT2vV1SpeeVvBzt0Mvc6i/pzhbTiSjrW7WVP7o8eCrfblDlXJsej38Rr7Ugex1levQ/PODbEpwMT7gNhkvU7NdigQsgIMvJIO/bGDKpY9Y0VtectegNGoYOZZs2CoKfFrRy4a/iJWWKN8cs6m1vHmWypwb/4aVNisGBqdgqlxndAtIgFmQ+PbA6kGA55OuRS7S+N80l9XjYqw+6+bzYiJ0RbK/dYxnqhewKqomPO+gk1bGXodKC0ZeB1LHMraJaD/R6uROWOgfX2vr9b0biqvwsCcDY1/RySk1y1jiErgdw0FKKCDAAOvDogt1URZvtin14qa0pbqATB0zAp0Mrzr9w5MGvEqtlrCfHLe3377DZ027HTZtqLa8OLRrTgjNh3J5kgsLM3Bb5X5GBaVisnxHdA1PB5GF+G3uEs33HlovE/627DRbp0NuOU6E9fs+kXbu5OILcs+/EzBilUMvUKypQKv884Moh+OB9p8NcMrziF2big4ko9WBXtOvomSOtU9oBYe490NxtoUoEC9AAOv5DdD+VEVS5+2otq/E6x/qqk4b9LdMFa6v+bOW/ZRw9/APqtvNl1/OicbV8xf2mgXfy0/hB01xfh70ikwGAyoVCz4qCQLXx7bi/tTh+C02Lo1gA2Pt9r/BWsL9F937HyeYYMMuPoKE8wmzux6e4/5s/6CxTZ8vdAHb+Py50XocC53A6/ztmSO02+6anT98gPnbcnE12ujw7Hx76fZZ24dR8MdG8Tnndf3utruTIdLtTeRphqQvX8nwsuPHG8yuRswYTYQ1jLr/vW6NrZDgUATYOANtBHxoD9VJSp+fdGKYwc8qOxFlX7D1qNn1KtetOB51T7D3kSx4ptQ16O6Gkvf/m+jnSux1uCFgi2YEJeB1ZX5WMKRcSUAABlkSURBVFZ+CD0iEnFJYncMjEpudHlDVXpb3Fx4rucX3UzNaWcbMeMck8/aZ8O+FfhtrQ3/+UTBn0vEfXuyAG3d3cAboJfhVrdOU01YnrUGBvEkcts+wJl3AOZwt9pgYQpQoHkBBt7mjaQooVhUrHtPwYF1/vvV6MzJ98FU4eeU/edopA2e49Nx2f/fr2AuOHbSOcqUWvxUfgCfFO+CVbVhekJnTI3viGSztvXEi7pNwlcHOunad5MR9lnd4YN9M+Ota2fZWJMCW7bZ8MZ7CqwhOtkbioFX3BC32cx4rqIShtNv5XcIBSjgIwEGXh/BtlSzu3+yYctnCnz9dt8eA/5A/4RnGr3M9YdqMfununUWGfEmPDcxEa2iTCiuUjBrcQlyS5UTPi/KzdtRif2lVtw6oundFyrC49G9b+Pn1sN+2ZrV6L52xwlN1doUPH10E2yqDYOjUrCu6ijuShmEGJP2tcTW1om4oeJC2KBPOI2KhH29bvcu+rSnhx3b8E5g/wEVr75tRVGLLFPyru/e1g7FwCt+T3V328F4LH04jAH2KnJvx5P1KRBIAgy8gTQaOvXlaJYNq15TUFuhU4Mumpkx9d8IK93u8gQi7L6+rqw+5DoXEqFWHDN7R9sDruNjEYSfXVWGO0bG2YNxU8eh+M4Y2u1u310cgEcP5ODqeT83eg4xu1tgrUKqOcr+kNohSwXeLdqBNZWH0doUiQfaDEXXCNdPV6/rORZzck7xuv9JicDtN5rRNtU3Szu87iAb8Figskq1z/TuyPLfb2w87qyOFUMt8LYyReDzLhMxPp4vlNDxNmJTFHApwMAbpDdGZZGKlS/7Zl1vRvd9GNHuIZdyIrg+tOwYbhkeh65JJ898vrSmFKMzIjE0LRwiGK/MrbbP6DqH3+aGJDN1EM5s/4/minn19YzaGqyZo21v4SPWSjySvx4z4jthTGwaSpRafHFsD65r3QdhLnZsUKMicJv5cpR7sctE/z4G/P1yE6KjGXa9GugArizW8n77gw3ffh8663pDKfAOi07FvK5nIz08NoDvQnaNAsEjwMAbPGN50pX4al3v1KmvILLU9f6Re4os+NeSEpTWHJ+Zmtojsn6ZgqsZ3tM7RWie3RUXuSbjTMxMucjnI7fvf98gPL+o2fNsqjqK3TXHcEFiN3vZg5ZyfF6yB9e37oNIo9ll/V09h+LpnKHNtt2wQHg4cPFME8aO4hIGt/EkrbB9Z9263qoAeruiryhDJfDektoPz7Uf1eT+3b4yZrsUCFUBBt4QGPn9q2zY/Kk+SxxS0/Mxpuvdja40E7O28zIrcf/YBESaDfVrdqf1iLIvY3C1hnfpvhr7KPRvE1Yfloenh9e30XCIFnedib8mTPL5yC1Ztw6nrN7W7HkKrVV4o/APjIppi8zqYvxakY9bU/pjRHTjb2ZSzSY8EH858iq1PewmOpGRDtxwlRkpyZzVbXZQgqxAYXHdut7cg0F2YQ0uJ9gDb6wxDB93Ho/pifo+uBrcdwWvjgL6CDDw6uMY8K2IN7Jt/MiKA+u9WxM4ecrbiClb2ej1Ngy8oqCY1V2fV+sywDqv3f1wa0X9cgex9KFDvNkekhseX/T6P9wSffxVvaayEnR+9T5EHDmeBqwxcdh3/cOoSe+MiIPZ6PTGgzBXlKGs9xDkXnkH1Ii6PS7b/e9N1LRpj6KxU086zz2HcnHTl0s0ja1Yw7uoNMe+pndMTDu0Mje/h2Z+9964L3dcs+2LNxhPHl+35ZjYkYFHaAqInRs++ULB8t9sQQsQzIF3Qlx7vNfpDLTnEoagvX95YYEtwMAb2OOje+/yttqw/j8KasrcbzqhdTHG950FQxNbQIglDS+vLcND4xLqHz5ravcFxxKHyd2j8OjyY5jZK9q+vrepNb3v9r0e94cPrL8AR+DNn3k1ynsNOunCRKgt6zfC/jXnj0UQTv55Hg5deEN9AHauLNbxrp7zicvZ7OyaY/i6dB+ijWZ0C09AgikcHcPiEGk0QcziiBdSNHeoBuCFNhdje8nxTfAb1unQHrjyYjM6ZjTfXnPn49eDQ2DDFhWffGHFsRZ8w6KvJDde9S02Wf3/IhtfXY9oV7yR8cWM0bgsqYcvT8O2KUCBZgQYeEPwFrFUAZv/qyDHzZmiCZM/RkLFj02KVVtVe3BNjTHa1+06ljDcMCzOHmSdj4Y7Mzg/0NbUDO8LA+7AM6bumgKvoaYaaZ+/joIzZ9pne5OWL7DXEzO6zuG3sYvaO28BIg8cPenLYmuyMpsFx5RaHLRU4LC10r5TQ3ZtmX33hnKbBTHGMMxI6IyZCV0aNSvr1BG35U8+6esx0cDMqSaMG2WEhuwcgndxaF9ybS3wzXcKliy1QQmiCd9gm+G9PKkHXu5wGsRuDDwoQIGWFWDgbVn/Fj37kUwb1r2roKq4+W5ExVbinGG3wqBYmi3svE5XFL5haKzLpQnOAVeUc67X1BreBwc/gLeRflLgdSxpcF7OIAq5muG1xCU2ObvraPz7jRvQf+XWZq/ZEYAjDKb6B9VUVUW1qiDSYGpyxvfTTtOxJP/464hPO9WI86ebEBvT7GlZIMQF8g+r+OAzBbv2eLdUKVAYgyXwpofF2JcvTIzPCBRa9oMCIS/AwBvit4BSC+z+2YbMRQosddviujxOn/gVkqvnB4TWbcMex2dKcqN9EbO4SSu/R/ZNj0GJS3S5hrft/PftyxzE0XHOI/Y/i0adjbwLTtzubNbhg5j1+eJGzyVC7arKfLxWsA0KbAg3mHBHykD0j2q8fw0bs6Qm4frSC9E+TSxfMKFzRy7UDYgbTaJOrNtow6fzFOmXOcgeeMV37k2p/fBE+qmIaWSHFoluK3aVAkElwMAbVMPp+cVYq4CdPyjIWmyDCMHOR3hUNaaNvBUGa91uCi19XD3iWXxniWu0G2JNb8Z7TyPv/GvtyxgaHo61u/nnXoW2X79nX+5Qm9wOGR88i6KxU05YB5xitWDLGx81eq4/qgrxfvFO3Jrc3/4wyv7aMiwsy8G1SafA5GIPXpcNJURj9/nno9tw1y+qaGlvnl8OgZoaYP73Cn5caoNN0mUOMgfeGYmd7EH3lMhWctww7CUFQkyAgTfEBry5yxW7OWxfoGCv+EfTWld69FnfoZ3ls+aq+u3r5494Cb9ZGt8FobnA61jiUJXe+YRg3Nia3l3zFyEmx/WDNOsrjyDXUm5fp+uY7V1ekYdZKQNdvnTiBKS2rYCzhwAjeoLbL/jt9gn6ExWXAN8tUbBitQ2W5lcgBZSHjIF3Qnx7PJ0+EoOitf9WJ6DQ2RkKhIgAA2+IDLS7lynW9f7xjYLctbU4d+xtMNR6sK2DuyfVWH7iiNewzXL8hQ6xmZvsNR07NIglDbGZm0/YfszRtPPODOJzjgfaGpvhFWXmb9mEocs3u+yd2IP3maOb0cYcjR01xTDBgPvaDEF6WBNvT+rUBpg0BBjYFY1uaKzRgsUo0JhARSWwZJmCn5fbID6W4ZAp8I6IScWz7UfhtNh2MtCyjxQIeQEG3pC/BZoGqC0qR/jur4DdS4EAWdIwfPibOGA9vk2X8z674mpqUtPr1+86X13DHRvE15zrulrDK8rceCQP9372faNQlYoF22uK0S4sGu3M0TA2tpThlA51M7q92vOuo4DfBGotsO/du/gXBUUaHlD1W8dcnEiGwDskOgWPpg3H5IQOLUnFc1OAAm4KMPC6CRayxUXY3fsrsPNHoDi3RRl6DZ2DUj+uUYxVFOx8cy4MNg+ehBe5fHA3YMpwIL11i7rx5KEtILYvEw+3fbfEhoN5HtzLfuAL1MAbbjBiZmIX/COlD06PO76jih9IeAoKUEAnAQZenSBDqpkjWcDOxUDOWsCm+P3S0wbP8fs5Mxf9gPg9h7SfV7wSbWQvYNJQIIUPo2mHY0l/CGzfqWLVOhs2bLZBzAAHyhFoL57oHB6Ha1NOwbUpfZDEvXQD5TZhPyjgkQADr0dsrGQXqC4Fdv0CZP0EVBT6BaU0Mgm9TnnSL+dyPsmX27Zi5C8bmj6vCLliucKQ7sCgrkA0N5v3+0DxhG4JiLC7aasNq9fb8Eem2uK7OwTCDK9Yhz81saN9Nvfs+A5cZu/WHcXCFAhcAQbewB0biXqmAkd3A7kbgNyNwLGDPuv7gcRuGN7lTp+131jDfys8gsc/WXjyl0XI7Z0BDOkGDOoGRJ34Njm/d5QnpICHAuUVwNoNNqxab0N2TssseWipwCteES52W5iR2Nn+H2dzPbyJWI0CASzAwBvAgyNt1yoKgP3r6sLv4UxA1W/B7bY2wzEx/Wq/04TbbMieMxcGq61uCzHxAJoIuWKnBYZcv48HT+hbgYJC4Ld1YuZXwZGT36zts5P7M/CmmCMxLaGTPeCenZAB8ZZEHhSgQPAKMPAG79gGxpWJ17cd2FwXfg9uBixVXvVrVYcJ+Evy+V614UnlJJMBv+z4HSlpicCALgy5niCyjpQCh48CO3fZsHO3ip27bSg55rvL8GXg7RIej9GxbTEqtq39z75RrblcwXdDyZYpEHACDLwBNyRB3CFVBUoPAYXZx/8rygGs1Zov+ruu5+HqhLM1l/ekYIcwA/pGmdAvyog+kSb0jTKirfn4NmietMk6FAgWATHjK4KvPQDvsqFYxwCsV+ANMxgxKCrZHmxHx7bDmLh2SDVHBcsQ8DooQAEPBBh4PUBjFZ0FSvOAwr1AycG6h98qi+r+qyhCw/ccf9brb7gt+lRdOiB+gdk9wmgPtP2iTOgbKT42Ic6oS/NshAIhIVBWDuQdVpF/WLX/6fi4sBgQP+O6c2z62wJsVPI1VYkxmtEhPBYdwuPsf3YMj0NGeCy6RiRgSEwKIrlEQZMjC1EgVAQYeENlpGW9ztqKPwNwsT0Ab4xMw5emjihUVBRbVTjvqBRpABJMBsSZDIg3AvH1Hx//nP1r4vNGAxK5ZE/Wu4L9lkBAvNY4/0hdED5cANTUqLBaAauCuj/r/1PrP7fjrFUoCqtAgikc8aZwtDJFIM4UZv9YfK61ORJJpkh7wBUf86AABSigVYCBV6sUy1GAAhSgAAUoQAEKSCnAwCvlsLHTFKAABShAAQpQgAJaBRh4tUqxHAUoQAEKUIACFKCAlAIMvFIOGztNAQpQgAIUoAAFKKBVgIFXqxTLUYACFKAABShAAQpIKcDAK+WwsdMUoAAFKEABClCAAloFGHi1SrEcBShAAQpQgAIUoICUAgy8Ug4bO00BClCAAhSgAAUooFWAgVerFMtRgAIUoAAFKEABCkgpwMAr5bCx0xSgAAUoQAEKUIACWgUYeLVKsRwFKEABClCAAhSggJQCDLxSDhs7TQEKUIACFKAABSigVYCBV6sUy1GAAhSgAAUoQAEKSCnAwCvlsLHTFKAABShAAQpQgAJaBRh4tUqxHAUoQAEKUIACFKCAlAIMvFIOGztNAQpQgAIUoAAFKKBVgIFXqxTLUYACFKAABShAAQpIKcDAK+WwsdMUoAAFKEABClCAAloFGHi1SrEcBShAAQpQgAIUoICUAgy8Ug4bO00BClCAAhSgAAUooFWAgVerFMtRgAIUoAAFKEABCkgpwMAr5bCx0xSgAAUoQAEKUIACWgUYeLVKsRwFKEABClCAAhSggJQCDLxSDhs7TQEKUIACFKAABSigVYCBV6sUy1GAAhSgAAUoQAEKSCnAwCvlsLHTFKAABShAAQpQgAJaBRh4tUqxHAUoQAEKUIACFKCAlAIMvFIOGztNAQpQgAIUoAAFKKBVgIFXqxTLUYACFKAABShAAQpIKcDAK+WwsdMUoAAFKEABClCAAloFGHi1SrEcBShAAQpQgAIUoICUAgy8Ug4bO00BClCAAhSgAAUooFWAgVerFMtRgAIUoAAFKEABCkgpwMAr5bCx0xSgAAUoQAEKUIACWgUYeLVKsRwFKEABClCAAhSggJQCDLxSDhs7TQEKUIACFKAABSigVYCBV6sUy1GAAhSgAAUoQAEKSCnAwCvlsLHTFKAABShAAQpQgAJaBRh4tUqxHAUoQAEKUIACFKCAlAIMvFIOGztNAQpQgAIUoAAFKKBVgIFXqxTLUYACFKAABShAAQpIKcDAK+WwsdMUoAAFKEABClCAAloFGHi1SrEcBShAAQpQgAIUoICUAgy8Ug4bO00BClCAAhSgAAUooFWAgVerFMtRgAIUoAAFKEABCkgpwMAr5bCx0xSgAAUoQAEKUIACWgUYeLVKsRwFKEABClCAAhSggJQCDLxSDhs7TQEKUIACFKAABSigVYCBV6sUy1GAAhSgAAUoQAEKSCnAwCvlsLHTFKAABShAAQpQgAJaBRh4tUqxHAUoQAEKUIACFKCAlAIMvFIOGztNAQpQgAIUoAAFKKBVgIFXqxTLUYACFKAABShAAQpIKcDAK+WwsdMUoAAFKEABClCAAloFGHi1SrEcBShAAQpQgAIUoICUAgy8Ug4bO00BClCAAhSgAAUooFWAgVerFMtRgAIUoAAFKEABCkgpwMAr5bCx0xSgAAUoQAEKUIACWgUYeLVKsRwFKEABClCAAhSggJQCDLxSDhs7TQEKUIACFKAABSigVYCBV6sUy1GAAhSgAAUoQAEKSCnAwCvlsLHTFKAABShAAQpQgAJaBRh4tUqxHAUoQAEKUIACFKCAlAIMvFIOGztNAQpQgAIUoAAFKKBVgIFXqxTLUYACFKAABShAAQpIKcDAK+WwsdMUoAAFKEABClCAAloFGHi1SrEcBShAAQpQgAIUoICUAgy8Ug4bO00BClCAAhSgAAUooFWAgVerFMtRgAIUoAAFKEABCkgpwMAr5bCx0xSgAAUoQAEKUIACWgUYeLVKsRwFKEABClCAAhSggJQCDLxSDhs7TQEKUIACFKAABSigVYCBV6sUy1GAAhSgAAUoQAEKSCnAwCvlsLHTFKAABShAAQpQgAJaBRh4tUqxHAUoQAEKUIACFKCAlAIMvFIOGztNAQpQgAIUoAAFKKBVgIFXqxTLUYACFKAABShAAQpIKcDAK+WwsdMUoAAFKEABClCAAloFGHi1SrEcBShAAQpQgAIUoICUAgy8Ug4bO00BClCAAhSgAAUooFWAgVerFMtRgAIUoAAFKEABCkgpwMAr5bCx0xSgAAUoQAEKUIACWgUYeLVKsRwFKEABClCAAhSggJQCDLxSDhs7TQEKUIACFKAABSigVYCBV6sUy1GAAhSgAAUoQAEKSCnAwCvlsLHTFKAABShAAQpQgAJaBRh4tUqxHAUoQAEKUIACFKCAlAIMvFIOGztNAQpQgAIUoAAFKKBVgIFXqxTLUYACFKAABShAAQpIKcDAK+WwsdMUoAAFKEABClCAAloFGHi1SrEcBShAAQpQgAIUoICUAgy8Ug4bO00BClCAAhSgAAUooFWAgVerFMtRgAIUoAAFKEABCkgpwMAr5bCx0xSgAAUoQAEKUIACWgUYeLVKsRwFKEABClCAAhSggJQCDLxSDhs7TQEKUIACFKAABSigVYCBV6sUy1GAAhSgAAUoQAEKSCnAwCvlsLHTFKAABShAAQpQgAJaBRh4tUqxHAUoQAEKUIACFKCAlAIMvFIOGztNAQpQgAIUoAAFKKBVgIFXqxTLUYACFKAABShAAQpIKcDAK+WwsdMUoAAFKEABClCAAloFGHi1SrEcBShAAQpQgAIUoICUAgy8Ug4bO00BClCAAhSgAAUooFWAgVerFMtRgAIUoAAFKEABCkgpwMAr5bCx0xSgAAUoQAEKUIACWgUYeLVKsRwFKEABClCAAhSggJQCDLxSDhs7TQEKUIACFKAABSigVYCBV6sUy1GAAhSgAAUoQAEKSCnAwCvlsLHTFKAABShAAQpQgAJaBRh4tUqxHAUoQAEKUIACFKCAlAIMvFIOGztNAQpQgAIUoAAFKKBVgIFXqxTLUYACFKAABShAAQpIKcDAK+WwsdMUoAAFKEABClCAAloFGHi1SrEcBShAAQpQgAIUoICUAgy8Ug4bO00BClCAAhSgAAUooFWAgVerFMtRgAIUoAAFKEABCkgpwMAr5bCx0xSgAAUoQAEKUIACWgUYeLVKsRwFKEABClCAAhSggJQCDLxSDhs7TQEKUIACFKAABSigVYCBV6sUy1GAAhSgAAUoQAEKSCnAwCvlsLHTFKAABShAAQpQgAJaBRh4tUqxHAUoQAEKUIACFKCAlAIMvFIOGztNAQpQgAIUoAAFKKBVgIFXqxTLUYACFKAABShAAQpIKcDAK+WwsdMUoAAFKEABClCAAloFGHi1SrEcBShAAQpQgAIUoICUAgy8Ug4bO00BClCAAhSgAAUooFWAgVerFMtRgAIUoAAFKEABCkgpwMAr5bCx0xSgAAUoQAEKUIACWgUYeLVKsRwFKEABClCAAhSggJQCDLxSDhs7TQEKUIACFKAABSigVYCBV6sUy1GAAhSgAAUoQAEKSCnAwCvlsLHTFKAABShAAQpQgAJaBRh4tUqxHAUoQAEKUIACFKCAlAIMvFIOGztNAQpQgAIUoAAFKKBVgIFXqxTLUYACFKAABShAAQpIKcDAK+WwsdMUoAAFKEABClCAAloFGHi1SrEcBShAAQpQgAIUoICUAgy8Ug4bO00BClCAAhSgAAUooFWAgVerFMtRgAIUoAAFKEABCkgp8P/pdpNsMsA1VgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "from plotly.subplots import make_subplots\n",
    "\n",
    "labels = [\"US\", \"China\", \"European Union\", \"Russian Federation\", \"Brazil\", \"India\",\n",
    "          \"Rest of World\"]\n",
    "\n",
    "# Create subplots: use 'domain' type for Pie subplot\n",
    "fig = make_subplots(rows=1, cols=2, specs=[[{'type':'domain'}, {'type':'domain'}]])\n",
    "fig.add_trace(go.Pie(labels=labels, values=[16, 15, 12, 6, 5, 4, 42], name=\"GHG Emissions\"),\n",
    "              1, 1)\n",
    "fig.add_trace(go.Pie(labels=labels, values=[27, 11, 25, 8, 1, 3, 25], name=\"CO2 Emissions\"),\n",
    "              1, 2)\n",
    "\n",
    "# Use `hole` to create a donut-like pie chart\n",
    "fig.update_traces(hole=.4, hoverinfo=\"label+percent+name\")\n",
    "\n",
    "fig.update_layout(\n",
    "    title_text=\"Global Emissions 1990-2011\",\n",
    "    # Add annotations in the center of the donut pies.\n",
    "    annotations=[dict(text='GHG', x=0.18, y=0.5, font_size=20, showarrow=False),\n",
    "                 dict(text='CO2', x=0.82, y=0.5, font_size=20, showarrow=False)])\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "corresponding-classic",
   "metadata": {},
   "source": [
    "### Pulling sectors out from the center"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cosmetic-designer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "labels = ['Oxygen','Hydrogen','Carbon_Dioxide','Nitrogen']\n",
    "values = [4500, 2500, 1053, 500]\n",
    "\n",
    "# pull is given as a fraction of the pie radius\n",
    "fig = go.Figure(data=[go.Pie(labels=labels, values=values, pull=[0, 0, 0.2, 0])])\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "verbal-suite",
   "metadata": {},
   "source": [
    "### Pie Charts in subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "alone-consensus",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "from plotly.subplots import make_subplots\n",
    "\n",
    "labels = [\"Asia\", \"Europe\", \"Africa\", \"Americas\", \"Oceania\"]\n",
    "\n",
    "fig = make_subplots(1, 2, specs=[[{'type':'domain'}, {'type':'domain'}]],\n",
    "                    subplot_titles=['1980', '2007'])\n",
    "fig.add_trace(go.Pie(labels=labels, values=[4, 7, 1, 7, 0.5], scalegroup='one',\n",
    "                     name=\"World GDP 1980\"), 1, 1)\n",
    "fig.add_trace(go.Pie(labels=labels, values=[21, 15, 3, 19, 1], scalegroup='one',\n",
    "                     name=\"World GDP 2007\"), 1, 2)\n",
    "\n",
    "fig.update_layout(title_text='World GDP')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "breathing-pound",
   "metadata": {},
   "source": [
    "### Sunburst charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "broadband-feature",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "fig =go.Figure(go.Sunburst(\n",
    "    labels=[\"Eve\", \"Cain\", \"Seth\", \"Enos\", \"Noam\", \"Abel\", \"Awan\", \"Enoch\", \"Azura\"],\n",
    "    parents=[\"\", \"Eve\", \"Eve\", \"Seth\", \"Seth\", \"Eve\", \"Eve\", \"Awan\", \"Eve\" ],\n",
    "    values=[10, 14, 12, 10, 2, 6, 6, 4, 4],\n",
    "))\n",
    "fig.update_layout(margin = dict(t=0, l=0, r=0, b=0))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
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